import sys
sys.path.insert(0, '../src/')
import warnings
warnings.filterwarnings('ignore')
%matplotlib inline
from datetime import date
import geopandas as gpd
from IPython.display import display, HTML
import matplotlib.gridspec as gridspec
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
from pandas.plotting import lag_plot
from pandas.plotting import autocorrelation_plot
from statsmodels.tsa.ar_model import AR
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
from utils import load_pkl, generate_times
import seaborn as sns; sns.set()
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import StratifiedKFold
from metrics import *
from preprocessing import normalize
import tqdm as tqdm
from tqdm.autonotebook import tqdm
tqdm.pandas()
# Imports classes
from Baseline import *
from Regressor import *
from utils import *
from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = "all"
contour_iris = gpd.read_file(
'../datasets/iris/iris.shp')
convert_to_int = ['dep', 'insee_com', 'iris', 'code_iris']
for col in convert_to_int:
contour_iris[col] = contour_iris[col].astype(int)
contour_iris = contour_iris[['code_iris', 'geometry', 'dep']]
contour_iris.head();
station_data = pd.read_csv("../datasets/station_to_iris.csv")
station_data.describe();
stations_mode = load_pkl("../datasets/stations_mode.pkl")
subway_stations = [k for k, v in stations_mode.items() if v == 3]
print("Number of Subway stations: {}".format(len(subway_stations)))
Number of Subway stations: 303
Subways stations with less than $80000$ validations per $3$ month. Note that this is before we normalize the data. In the article, they removed $3$ subways stations, assuming that it was closed for renovation work. We printed below the $4$ stations with smaller number of validations.
station_data[(station_data['id'].isin(subway_stations)) & (station_data['validations_count'] < 80000)];
dates = pd.date_range(start="2015-10-01", end="2015-12-31").date
matrix_6h = np.load("../datasets/6h_matrix.npy")
matrix_2h = np.load("../datasets/2h_matrix.npy")
matrix_15m = np.load("../datasets/15m_matrix.npy")
f, ax = plt.subplots(1, figsize=(16, 12))
ax = contour_iris[contour_iris['dep'].isin([75, 92, 93, 94])].plot(
ax=ax, edgecolor='black', column='dep', cmap='icefire_r')
ax.scatter(station_data[station_data['id'].isin(subway_stations)]['x'],
station_data[station_data['id'].isin(subway_stations)]['y'], color='firebrick', label='Subway Stations')
ax.set_xlabel('Longitude')
ax.set_ylabel('Latitude')
ax.set_title('Subway Stations in ÃŽle de France')
ax.legend()
plt.show();
Below we apply Min Max Normalization to data, with a scale range of $[0, 1]$.
data_matrix_6h = pd.Panel(normalize(matrix_6h),
items=dates,
major_axis=subway_stations,
minor_axis=generate_times("6h")
)
data_matrix_2h = pd.Panel(normalize(matrix_2h),
items=dates,
major_axis=subway_stations,
minor_axis=generate_times("2h")
)
data_matrix_15m_complete = pd.Panel(matrix_15m,
items=dates,
major_axis=subway_stations,
minor_axis=generate_times("15min")
)
Delete the first $4$ hours, from $00.00.00$ to $04.00.00$ because it's useless, the number of validations in that range is mostly equal to 0.
del_hours = 4
data_matrix_15m = data_matrix_15m_complete.iloc[:, :, del_hours*4:]
data_matrix_15m.to_frame().head()
| 2015-10-01 | 2015-10-02 | 2015-10-03 | 2015-10-04 | 2015-10-05 | 2015-10-06 | 2015-10-07 | 2015-10-08 | 2015-10-09 | 2015-10-10 | ... | 2015-12-22 | 2015-12-23 | 2015-12-24 | 2015-12-25 | 2015-12-26 | 2015-12-27 | 2015-12-28 | 2015-12-29 | 2015-12-30 | 2015-12-31 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| major | minor | |||||||||||||||||||||
| 198 | 04:00:00 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 04:15:00 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
| 04:30:00 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 1.0 | 1.0 | 2.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
| 04:45:00 | 1.0 | 2.0 | 0.0 | 2.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | ... | 2.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | |
| 05:00:00 | 7.0 | 11.0 | 6.0 | 12.0 | 10.0 | 6.0 | 9.0 | 12.0 | 9.0 | 13.0 | ... | 11.0 | 9.0 | 7.0 | 1.0 | 5.0 | 10.0 | 12.0 | 10.0 | 10.0 | 5.0 |
5 rows × 92 columns
dmatrix_mean_6h = data_matrix_6h.mean()
dmatrix_mean_2h = data_matrix_2h.mean()
dmatrix_mean_15m = data_matrix_15m.mean()
dtmatrix_mean_6h = dmatrix_mean_6h.transpose()
dtmatrix_mean_2h = dmatrix_mean_2h.transpose()
dtmatrix_mean_15m = dmatrix_mean_15m.transpose()
Again, this is another way to print the stations with a small number of validations.
data_matrix_15m.mean(axis=0)[data_matrix_15m.mean(axis=0).sum(axis=1) < 810];
dmatrix_mean_15m.head()
dtmatrix_mean_15m.head()
| 2015-10-01 | 2015-10-02 | 2015-10-03 | 2015-10-04 | 2015-10-05 | 2015-10-06 | 2015-10-07 | 2015-10-08 | 2015-10-09 | 2015-10-10 | ... | 2015-12-22 | 2015-12-23 | 2015-12-24 | 2015-12-25 | 2015-12-26 | 2015-12-27 | 2015-12-28 | 2015-12-29 | 2015-12-30 | 2015-12-31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 04:00:00 | 0.112211 | 0.188119 | 0.036304 | 0.392739 | 0.072607 | 0.095710 | 0.099010 | 0.108911 | 0.108911 | 0.072607 | ... | 0.066007 | 0.102310 | 0.066007 | 0.029703 | 0.036304 | 0.013201 | 0.062706 | 0.089109 | 0.069307 | 0.075908 |
| 04:15:00 | 0.138614 | 0.138614 | 0.029703 | 0.554455 | 0.092409 | 0.082508 | 0.145215 | 0.072607 | 0.108911 | 0.072607 | ... | 0.075908 | 0.069307 | 0.056106 | 0.036304 | 0.013201 | 0.000000 | 0.085809 | 0.089109 | 0.062706 | 0.102310 |
| 04:30:00 | 0.174917 | 0.148515 | 0.059406 | 0.422442 | 0.075908 | 0.141914 | 0.141914 | 0.165017 | 0.105611 | 0.102310 | ... | 0.135314 | 0.135314 | 0.128713 | 0.112211 | 0.099010 | 0.079208 | 0.161716 | 0.108911 | 0.099010 | 0.079208 |
| 04:45:00 | 0.376238 | 0.462046 | 0.481848 | 1.072607 | 0.396040 | 0.501650 | 0.491749 | 0.584158 | 0.590759 | 0.478548 | ... | 0.468647 | 0.521452 | 0.442244 | 0.339934 | 0.346535 | 0.346535 | 0.432343 | 0.419142 | 0.409241 | 0.495050 |
| 05:00:00 | 2.643564 | 3.079208 | 2.458746 | 3.900990 | 2.973597 | 3.112211 | 3.293729 | 3.468647 | 3.254125 | 2.732673 | ... | 2.696370 | 3.207921 | 2.920792 | 1.217822 | 2.019802 | 1.795380 | 2.805281 | 2.993399 | 3.112211 | 2.798680 |
5 rows × 92 columns
| 04:00:00 | 04:15:00 | 04:30:00 | 04:45:00 | 05:00:00 | 05:15:00 | 05:30:00 | 05:45:00 | 06:00:00 | 06:15:00 | ... | 21:30:00 | 21:45:00 | 22:00:00 | 22:15:00 | 22:30:00 | 22:45:00 | 23:00:00 | 23:15:00 | 23:30:00 | 23:45:00 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-10-01 | 0.112211 | 0.138614 | 0.174917 | 0.376238 | 2.643564 | 19.864686 | 31.471947 | 31.874587 | 40.541254 | 48.481848 | ... | 70.927393 | 66.881188 | 65.399340 | 60.584158 | 60.755776 | 64.207921 | 75.128713 | 64.590759 | 52.138614 | 43.818482 |
| 2015-10-02 | 0.188119 | 0.138614 | 0.148515 | 0.462046 | 3.079208 | 22.399340 | 34.537954 | 34.650165 | 41.858086 | 50.056106 | ... | 78.590759 | 73.495050 | 70.907591 | 65.983498 | 66.211221 | 62.917492 | 66.330033 | 63.188119 | 57.755776 | 54.673267 |
| 2015-10-03 | 0.036304 | 0.029703 | 0.059406 | 0.481848 | 2.458746 | 14.254125 | 20.429043 | 19.184818 | 22.465347 | 24.531353 | ... | 82.211221 | 77.181518 | 73.755776 | 72.805281 | 74.570957 | 76.264026 | 83.947195 | 80.049505 | 76.587459 | 72.772277 |
| 2015-10-04 | 0.392739 | 0.554455 | 0.422442 | 1.072607 | 3.900990 | 15.920792 | 19.696370 | 16.963696 | 16.247525 | 17.610561 | ... | 43.570957 | 43.818482 | 41.745875 | 37.462046 | 36.722772 | 37.283828 | 52.759076 | 37.158416 | 31.211221 | 25.254125 |
| 2015-10-05 | 0.072607 | 0.092409 | 0.075908 | 0.396040 | 2.973597 | 20.858086 | 32.630363 | 32.729373 | 39.689769 | 52.072607 | ... | 61.039604 | 52.346535 | 53.125413 | 46.059406 | 45.498350 | 41.036304 | 41.254125 | 35.336634 | 28.003300 | 22.801980 |
5 rows × 80 columns
f, ax = plt.subplots(3, figsize=(16, 12))
ax1 = dtmatrix_mean_15m.plot(ax=ax[0], legend=False)
ax1.set_xticklabels([])
ax1.set_ylabel('Number of Validations')
ax1.set_title('15min')
ax2 = dtmatrix_mean_2h.plot(ax=ax[1])
ax2.set_xticklabels([])
ax2.set_ylabel('Number of Validations')
ax2.set_title('2h')
ax2.legend(bbox_to_anchor=(1., 1.01))
ax3 = dtmatrix_mean_6h.plot(ax=ax[2])
ax3.set_xlabel('Days')
ax3.set_ylabel('Number of Validations')
ax3.set_title('6h')
ax3.legend(bbox_to_anchor=(1., 1.01))
plt.xticks(rotation=90)
plt.show();
f, ax = plt.subplots(3, figsize=(16, 12))
ax1 = dtmatrix_mean_15m.plot.area(ax=ax[0], legend=False)
ax1.set_xticklabels([])
ax1.set_ylabel('Time')
ax1.set_title('15min')
ax2 = dtmatrix_mean_2h.plot.area(ax=ax[1])
ax2.set_xticklabels([])
ax2.set_ylabel('Time')
ax2.set_title('2h')
ax2.legend(bbox_to_anchor=(1., 1.01))
ax3 = dtmatrix_mean_6h.plot.area(ax=ax[2])
ax3.set_xlabel('Days')
ax3.set_ylabel('Time')
ax3.set_title('6h')
ax3.legend(bbox_to_anchor=(1., 1.01), loc=2)
plt.xticks(rotation=90)
plt.show();
fig = plt.figure(figsize=(16, 6))
gs = gridspec.GridSpec(1, 1)
ax = fig.add_subplot(gs[0])
dmatrix_mean_15m.plot(ax=ax, legend=False)
plt.ylabel('Number of Validations')
plt.title('15min')
plt.xticks(rotation=90)
plt.show();
f, ax = plt.subplots(3, figsize=(16, 12))
ax1 = dmatrix_mean_15m.iloc[:, :31].plot(ax=ax[0])
ax1.set_xticklabels([])
ax1.set_ylabel('Days')
ax1.set_title('October\'s number of validations')
ax1.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
ax2 = dmatrix_mean_15m.iloc[:, 31:61].plot(ax=ax[1])
ax2.set_xticklabels([])
ax2.set_ylabel('Days')
ax2.set_title('November\'s number of validations')
ax2.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
ax3 = dmatrix_mean_15m.iloc[:, 61:].plot(ax=ax[2])
ax3.set_xlabel('Time')
ax3.set_ylabel('Days')
ax3.set_title('December\'s number of validations')
plt.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), loc=2,
ncol=2, borderaxespad=0.)
plt.xticks(rotation=90)
plt.tight_layout()
plt.show();
f, ax = plt.subplots(2, figsize=(16, 12))
ax1 = dtmatrix_mean_15m.boxplot(return_type='both', ax=ax[0])
ax[0].set_xlabel("Time", fontsize=15)
ax[0].set_ylabel("Number of Validations", fontsize=15)
for tick in ax[0].get_xticklabels():
tick.set_rotation(90)
ax2 = dmatrix_mean_15m.boxplot(return_type='both', ax=ax[1])
plt.xticks(rotation=90)
plt.tight_layout()
plt.show();
from __init__ import *
wd_15m = data_matrix_15m.loc[dict_w.values()]
wdm_15m = wd_15m.mean()
wdmt_15m = wdm_15m.transpose()
wd_15mf = data_matrix_15m.loc[dict_wd_final.values()]
wdm_15mf = wd_15mf.mean()
wdmt_15mf = wdm_15mf.transpose()
f, ax = plt.subplots(3, figsize=(16, 12))
ax1 = wdm_15m.loc[:, dict_wd_oct.values()].plot(ax=ax[0])
ax1.set_xticklabels([])
ax1.set_ylabel('Number of Validations')
ax1.set_title('Octobre')
ax1.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
ax2 = wdm_15m.loc[:, dict_wd_nov.values()].plot(ax=ax[1])
ax2.set_xticklabels([])
ax2.set_ylabel('Number of Validations')
ax2.set_title('Novembre')
ax2.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
ax3 = wdm_15m.loc[:, dict_wd_dec.values()].plot(ax=ax[2])
ax3.set_xlabel('Time')
ax3.set_ylabel('Number of Validations')
ax3.set_title('Decembre')
plt.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), loc=2,
ncol=2, borderaxespad=0.)
plt.xticks(rotation=90)
plt.tight_layout()
plt.show();
f, ax = plt.subplots(2, figsize=(16, 8))
ax1 = wdm_15mf.loc[:, dict_wd_novf.values()].plot(ax=ax[0])
ax1.set_xticks([])
ax1.set_ylabel('Number of Validations')
ax1.set_title('Novembre')
ax1.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
ax2 = wdm_15mf.loc[:, dict_wd_decf.values()].plot(ax=ax[1])
ax2.set_xlabel('Time')
ax2.set_ylabel('Number of Validations')
ax2.set_title('Decembre')
plt.legend(bbox_to_anchor=(1., 0.9, 1.1, .102), loc=2,
ncol=2, borderaxespad=0.)
plt.tight_layout()
plt.show();
f, ax = plt.subplots(2, figsize=(16, 12))
ax1 = wdmt_15mf.boxplot(return_type='both', ax=ax[0])
ax[0].set_xlabel("Time", fontsize=15)
ax[0].set_ylabel("Number of Validations", fontsize=15)
for tick in ax[0].get_xticklabels():
tick.set_rotation(90)
ax2 = wdm_15mf.boxplot(return_type='both', ax=ax[1])
plt.xticks(rotation=90)
plt.tight_layout()
plt.show();
fig, (ax1, ax2) = plt.subplots(2, figsize=(16, 12))
wdm_15mf.plot(ax=ax1, legend=False)
ax1.set_ylabel('Number of Validations'); ax1.set_title('15min')
ax2 = wdmt_15mf.plot(ax=ax2, legend=False)
ax2.set_ylabel('Number of Validations'); ax2.set_title('15min')
plt.xticks(rotation=90)
plt.tight_layout()
plt.show();
fig, (ax1, ax2) = plt.subplots(2, figsize=(16, 12))
autocorrelation_plot(wdmt_15mf.mean(), ax=ax1, c='blue')
ax1.set_title('15min discretization matrix')
plot_acf(wdmt_15mf.mean(), ax=ax2, c='blue', title='Auto Correlation')
plt.show();
plt.figure(figsize=(16, 7))
lag_plot(wdmt_15mf.mean(), c='blue')
plt.title('Lag plot 15min discretization matrix')
# plot_pacf(wdmt_15mf.mean(), ax=ax[1], c='blue', title='Partial Auto Correlation')
plt.show();
# Without outliers with the weekend
dico = dict_w
# Without outliers and without weekend
# dico = dict_wd_final
size = 55
# Define X
X = data_matrix_15m.loc[dico.values()]
# Plot the station's id where the number of validations is less than the
# defined number 'nb_val' below
nb_val = 30
m = X.mean(axis=0).T.mean()
m[m < nb_val].sort_values().plot(kind='barh', grid=True,
cmap='viridis',
title="Subways where the mean number of"\
"validations in 15 minutes is less than "\
"{}".format(nb_val),
figsize=(16, 6));
# Delete the stations where the mean number of validations is between 3 and 6
stations_to_del = [4113, 20868]
X.drop(columns=stations_to_del, inplace=True)
<matplotlib.axes._subplots.AxesSubplot at 0x122f8f748>
Xm = X.mean()
Xmt = Xm.transpose()
try:
for s in stations_to_del:
subway_stations.remove(s)
except:
pass
kw = list(dico.keys())
np.random.shuffle(kw)
vw = [dico[i] for i in kw]
ind_train = vw[:size]
ind_test = vw[size:]
X_train = X[sorted(ind_train)]
X_test = X[sorted(ind_test)]
X_train
X_test
<class 'pandas.core.panel.Panel'> Dimensions: 55 (items) x 301 (major_axis) x 80 (minor_axis) Items axis: 2015-10-01 to 2015-12-20 Major_axis axis: 198 to 60982 Minor_axis axis: 04:00:00 to 23:45:00
<class 'pandas.core.panel.Panel'> Dimensions: 23 (items) x 301 (major_axis) x 80 (minor_axis) Items axis: 2015-10-06 to 2015-12-19 Major_axis axis: 198 to 60982 Minor_axis axis: 04:00:00 to 23:45:00
X_min_max = X_train.apply(lambda x: (x.min().min(), x.max().max()), axis=(0, 2))
def normalize(X, X_min_max, station_id, a=0, b=1):
"""
"""
mini, maxi = X_min_max.loc[station_id]
return (a + ((X.loc[:, station_id] - mini) * (b - a)) / (maxi - mini)).values
def denormalize(X, X_min_max, station_id, a=0, b=1):
"""
"""
mini, maxi = X_min_max.loc[station_id]
return (((X.loc[:, station_id] - a) * (maxi - mini)) / (b - a) + mini).values
a, b = -1, 1
Xn_train = X_train.apply(lambda x: a + ((x - x.min().min()) * (b - a)) /(x.max().max() - x.min().min()),
axis=(0, 2)).transpose(2, 0, 1)
# Normalize X_test
Xn_test = pd.Panel(np.array(list(map(lambda station_id: normalize(X_test,
X_min_max,
station_id, a=a, b=b),
X_test.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_test.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
# Denormalize X_test to verify that it is working
Xdn_test = pd.Panel(np.array(list(map(lambda station_id: denormalize(Xn_test,
X_min_max,
station_id, a=a, b=b),
Xn_test.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(Xn_test.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
def baseline_plot_results(levels):
"""
"""
baseline_scores = []
baseline_preds = []
for level in levels:
b = Baseline(level=level, first_ndays=5)
b.fit(X_train)
baseline_preds.append(b.predict(X_test))
baseline_scores.append(b.score(X_test))
df_baseline_scores = pd.DataFrame(np.array(baseline_scores).T,
index=['R2', 'RMSE', 'MSE', 'MAE', 'MAPE', 'MPE'],
columns=levels)
display(HTML(df_baseline_scores.to_html()))
pd.DataFrame(df_baseline_scores.loc['RMSE'].values.repeat(4).reshape(-1, 4).T,
columns=levels).plot(figsize=(16, 4), kind='line');
return df_baseline_scores, baseline_preds
levels = ["None", "s"]
df_baseline_scores, baseline_preds = baseline_plot_results(levels)
| None | s | |
|---|---|---|
| R2 | 0.076023 | 0.840334 |
| RMSE | 343.206946 | 142.669843 |
| MSE | 117791.007753 | 20354.683961 |
| MAE | 2.076667 | 0.541091 |
| MAPE | 207.666677 | 54.109098 |
| MPE | -184.812677 | -27.527993 |
from cost_functions import mse, mse_g
from sklearn.linear_model import LinearRegression, Lasso
class myAR(Regressor):
def __init__(self, order=4, level=None, loss=mse, loss_g=mse_g, max_iter=1000,
eps=0.01):
""" Initialisation des paramètres du perceptron
:param order: Taille de la fenêtre glissante
:param loss: fonction de coût
:param loss_g: gradient de la fonction coût
:param max_iter: nombre maximum d'itération de la fonction coût
:param eps: pas du gradient
"""
self.order = order
self.level = level
self.max_iter, self.eps = max_iter, eps
self.loss, self.loss_g = loss, loss_g
self.w = np.random.random(self.order)
@Regressor.datax_decorator
def analytic_fit(self, datax):
""" Finds the optimal weigths analytically
:param datax: contient tous les exemples du dataset
:returns: void
:rtype: None
"""
self.reg = LinearRegression()
_, self.X, self.y = datax
A, B = self.X.T.dot(self.X), self.X.T.dot(self.y)
self.w1 = np.linalg.solve(A, B).ravel()
self.reg.fit(self.X, self.y)
self.w = self.reg.coef_.squeeze()
display(HTML(pd.DataFrame(self.w.reshape(1, -1), index=['Weights'],
columns=range(1, len(self.w)+1)).to_html()))
return self
def minibatch_fit(self, datax):
""" Mini-Batch gradient descent Learning
:param datax: contient tous les exemples du dataset
"""
for _ in range(self.max_iter):
for d in range(datax.shape[0]):
for t in range(datax.shape[2] - self.order):
batchx = datax.iloc[d, :, t:t + self.order].values
batchy = datax.iloc[d, :, t + self.order].values
self.w -= (self.eps * self.loss_g(batchx, batchy, self.w))
def reshaped(self, y_pred, datax):
"""
"""
if datax.ndim == 3:
return y_pred.reshape((datax.shape[0] * datax.shape[1],
datax.shape[2] - self.order),
order='F').reshape((datax.shape[0],
datax.shape[1],
datax.shape[2] - self.order))
elif datax.ndim == 2:
return y_pred.reshape((datax.shape[0], datax.shape[1] - self.order),
order='F')
@Regressor.datax_decorator
def forecast(self, datax, tplus):
"""
"""
datax, self.X_test, self.y_test = datax
if tplus == 1:
return self.reshaped(self.reg.predict(self.X_test), datax)
else:
self.X_test = self.X_test.reshape(datax.shape[-1] - self.order, -1, self.order)
tmp = self.X_test[0]
y_pred = self.reg.predict(tmp)
pred = y_pred.copy()
for x in self.X_test[1:]:
x[:, -1] = pred.squeeze()
x[:, -tplus:-1] = tmp[:, -tplus+1:]
tmp = x.copy()
pred = self.reg.predict(tmp)
y_pred = np.vstack((y_pred, pred))
return self.reshaped(y_pred, datax)
class ARMA2(myAR):
def __init__(self, p, q, tplus, level=None, loss=mse, loss_g=mse_g, max_iter=1000,
eps=0.01, fit_intercept=True):
"""
"""
super().__init__(p, level, loss, loss_g, max_iter, eps)
self.p = p
self.q = q
self.tplus = tplus
# q cannot be greater than t-1
if self.q > self.tplus - 1:
self.q = self.tplus - 1
# For bias
self.fit_intercept = fit_intercept
@Regressor.datax_decorator
def decorate_shape(self, datax):
"""
"""
return datax
@Regressor.datax_decorator
def fit(self, datax):
"""
"""
datax, self.X_train, self.y_train = datax
# Fit on train data
super().analytic_fit(datax)
# Predict on train data
y_pred_train = super().forecast(datax, self.tplus)
# Compute residuals
if datax.ndim == 3:
residuals = y_pred_train - datax.iloc[:, :, self.p:].values
# Add zeros to the residuals and convert it into panel to match datax
zeros = np.zeros((residuals.shape[0], residuals.shape[1], self.p))
residuals = np.concatenate((zeros, residuals), axis=2)
pd_residuals = pd.Panel(residuals,
items=list(datax.items),
major_axis=list(datax.major_axis),
minor_axis=list(datax.minor_axis))
elif datax.ndim == 2:
residuals = y_pred_train - datax.iloc[:, self.p:].values
# Add zeros to the residuals and convert it into panel to match datax
zeros = np.zeros((residuals.shape[0], self.p))
residuals = np.concatenate((zeros, residuals), axis=1)
pd_residuals = pd.DataFrame(residuals,
index=list(datax.index),
columns=list(datax.columns))
# Reshaping X_err_train to match X_train
residuals, X_err_train, y_err_train = self.decorate_shape(pd_residuals)
# Add self.q errors to X_train
self.X_train = self.X_train if self.q == 0 else np.concatenate(
(self.X_train, X_err_train[:, -self.q:]), axis=1)
# Fit new training data (with residuals)
self.reg = LinearRegression(fit_intercept=self.fit_intercept)
self.reg.fit(self.X_train, self.y_train)
self.w = self.reg.coef_.squeeze()
display(HTML(pd.DataFrame(self.w.reshape(1, -1), index=['Weights'],
columns=range(1, len(self.w)+1)).to_html()))
return self
@Regressor.datax_decorator
def forecast(self, datax):
"""
"""
datax, self.X_test, self.y_test = datax
zeros = np.zeros((self.X_test.shape[0], self.q))
if self.tplus == 1:
self.X_test = np.concatenate((self.X_test, zeros), axis=1)
return self.reshaped(self.reg.predict(self.X_test), datax)
else:
zeros = zeros.reshape(datax.shape[-1] - self.order, -1, self.q)
self.X_test = self.X_test.reshape(datax.shape[-1] - self.order, -1, self.order)
self.X_test = np.concatenate((self.X_test, zeros), axis=2)
tmp = self.X_test[0]
y_pred = self.reg.predict(tmp)
pred = y_pred.copy()
for x in self.X_test[1:]:
x[:, -1-self.q] = pred.squeeze()
x[:, -self.tplus-self.q:-1-self.q] = tmp[:, -self.tplus+1-self.q:-self.q]
tmp = x.copy()
pred = self.reg.predict(tmp)
y_pred = np.vstack((y_pred, pred))
return self.reshaped(y_pred, datax)
class ARMA(myAR):
def __init__(self, p, q, tplus, level=None, loss=mse, loss_g=mse_g, max_iter=1000,
eps=0.01, fit_intercept=True):
"""
"""
super().__init__(p, level, loss, loss_g, max_iter, eps)
self.p = p
self.q = q
self.tplus = tplus
# q cannot be greater than p
if self.q > self.p:
self.q = self.p
# For bias
self.fit_intercept = fit_intercept
@Regressor.datax_decorator
def decorate_shape(self, datax):
"""
"""
return datax
@Regressor.datax_decorator
def fit(self, datax):
"""
"""
datax, self.X_train, self.y_train = datax
# Fit on train data
super().analytic_fit(datax)
# Predict on train data
y_pred_train = super().forecast(datax, self.tplus)
# Compute residuals
if datax.ndim == 3:
residuals = y_pred_train - datax.iloc[:, :, self.p:].values
# Add zeros to the residuals and convert it into panel to match datax
zeros = np.zeros((residuals.shape[0], residuals.shape[1], self.p))
residuals = np.concatenate((zeros, residuals), axis=2)
pd_residuals = pd.Panel(residuals,
items=list(datax.items),
major_axis=list(datax.major_axis),
minor_axis=list(datax.minor_axis))
elif datax.ndim == 2:
residuals = y_pred_train - datax.iloc[:, self.p:].values
# Add zeros to the residuals and convert it into panel to match datax
zeros = np.zeros((residuals.shape[0], self.p))
residuals = np.concatenate((zeros, residuals), axis=1)
pd_residuals = pd.DataFrame(residuals,
index=list(datax.index),
columns=list(datax.columns))
# Reshaping X_err_train to match X_train
residuals, X_err_train, y_err_train = self.decorate_shape(pd_residuals)
# Add self.q errors to X_train
self.X_train = self.X_train if self.q == 0 else np.concatenate(
(self.X_train, X_err_train[:, :self.q]), axis=1)
# Fit new training data (with residuals)
self.reg = LinearRegression(fit_intercept=self.fit_intercept)
self.reg.fit(self.X_train, self.y_train)
self.w = self.reg.coef_.squeeze()
display(HTML(pd.DataFrame(self.w.reshape(1, -1), index=['Weights'],
columns=range(1, len(self.w)+1)).to_html()))
return self
@Regressor.datax_decorator
def forecast(self, datax):
"""
"""
datax, self.X_test, self.y_test = datax
zeros = np.zeros((self.X_test.shape[0], self.q))
if self.tplus == 1:
self.X_test = np.concatenate((self.X_test, zeros), axis=1)
return self.reshaped(self.reg.predict(self.X_test), datax)
else:
zeros = zeros.reshape(datax.shape[-1] - self.order, -1, self.q)
self.X_test = self.X_test.reshape(datax.shape[-1] - self.order, -1, self.order)
self.X_test = np.concatenate((self.X_test, zeros), axis=2)
tmp = self.X_test[0]
y_pred = self.reg.predict(tmp)
pred = y_pred.copy()
for x in self.X_test[1:]:
x[:, -1-self.q] = pred.squeeze()
x[:, -self.tplus - self.q:-1 - self.q] = tmp[:, -self.tplus + 1 - self.q:-self.q]
tmp = x.copy()
pred = self.reg.predict(tmp)
y_pred = np.vstack((y_pred, pred))
return self.reshaped(y_pred, datax)
def panelIt(X_pred, X_test, order, subway_stations, del_hours=0):
"""
"""
wd_testorder_15m = X_test.iloc[:, :, order:]
minor_axis = generate_times("15min")[(del_hours * 4) + order:]
return pd.Panel(X_pred,
items=list(wd_testorder_15m.items),
major_axis=subway_stations,
minor_axis=minor_axis)
class theAR(Baseline):
station_id = 0
def __init__(self, level=None, first_ndays=7, **kwargs):
"""
"""
super().__init__(level, first_ndays)
self.kwargs = kwargs
def fit(self, datax):
"""
"""
if self.level is None:
self.model = myAR(**self.kwargs)
self.model.analytic_fit(datax)
elif self.level.lower() == "s":
self.models = []
datax.apply(lambda station: self.models.append(
myAR(**self.kwargs).analytic_fit(station.T)),
axis=(0, 2))
elif self.level.lower() == "j":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean().mean(axis=1))
elif self.level.lower() == "sj":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean(axis=0))
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def predict(self, datax, tplus=None):
"""
"""
def predict_for_station(x, tplus):
"""
"""
station_pred = self.models[self.station_id].forecast(x, tplus)
self.station_id += 1
return station_pred
if self.level is None:
X_pred = self.model.forecast(datax, tplus)
return panelIt(X_pred, datax, self.model.order, subway_stations, del_hours)
elif self.level.lower() == "s":
X_pred = datax.apply(lambda x: predict_for_station(x.T, tplus),
axis=(0, 2)).transpose(1, 0, 2)
self.station_id = 0
return panelIt(X_pred.values, datax, self.models[0].order, subway_stations, del_hours)
elif self.level.lower() == "j":
# TODO
pass
elif self.level.lower() == "sj":
# TODO
pass
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def score(self, datax, X_pred, level):
"""
"""
if level == None:
self.scores = super().metrics_score(
datax.iloc[:, :, self.model.order:], X_pred.values)
elif level == 's':
self.scores = super().metrics_score(
datax.iloc[:, :, self.models[0].order:], X_pred.values)
return self.scores
class theARMA(theAR):
station_id = 0
def __init__(self, p, q, tplus, level=None, first_ndays=7, **kwargs):
"""
"""
super().__init__(level, first_ndays, **kwargs)
self.p = p
self.q = q
self.tplus = tplus
self.kwargs = kwargs
def fit(self, datax):
"""
"""
if self.level is None:
self.model = ARMA(p=self.p, q=self.q, tplus=self.tplus)
self.model.fit(datax)
elif self.level.lower() == "s":
self.models = []
datax.apply(lambda station: self.models.append(
ARMA(p=self.p, q=self.q, tplus=self.tplus).fit(station.T)),
axis=(0, 2))
elif self.level.lower() == "j":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean().mean(axis=1))
elif self.level.lower() == "sj":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean(axis=0))
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def predict(self, datax):
"""
"""
def predict_for_station(x):
"""
"""
station_pred = self.models[self.station_id].forecast(x)
self.station_id += 1
return station_pred
if self.level is None:
X_pred = self.model.forecast(datax)
return panelIt(X_pred, datax, self.model.order, subway_stations, del_hours)
elif self.level.lower() == "s":
X_pred = datax.apply(lambda x: predict_for_station(x.T),
axis=(0, 2)).transpose(1, 0, 2)
self.station_id = 0
return panelIt(X_pred.values, datax, self.models[0].order, subway_stations, del_hours)
elif self.level.lower() == "j":
# TODO
pass
elif self.level.lower() == "sj":
# TODO
pass
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def ar_plot_results(level, order, limit_t, X_train=Xn_train, X_test=Xn_test,
X_min_max=X_min_max, a=a, b=b):
"""
"""
ar_scores = []
ar_preds = []
ar = theAR(level=level, order=order)
print("Fitting...")
ar.fit(X_train)
Xdn_test = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_test,
X_min_max,
station_id, a=a, b=b),
X_test.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_test.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
print("Predicting...")
for t in range(1, limit_t+1):
X_pred = ar.predict(X_test, t)
Xdn_pred = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_pred,
X_min_max,
station_id, a=a, b=b),
X_pred.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_pred.items),
major_axis=list(X_pred.major_axis),
minor_axis=list(X_pred.minor_axis))
ar_preds.append(Xdn_pred)
ar_scores.append(ar.score(Xdn_test, Xdn_pred, level))
display(HTML((pd.DataFrame(np.array(ar_scores).T,
index=['R2', 'RMSE', 'MSE', 'MAE', 'MAPE', 'MPE'],
columns=list(map(
lambda x: "t+"+str(x),
range(1, len(ar_scores)+1))))).to_html()))
return ar_preds, ar_scores
def arma_plot_results(level, p, q, limit_t, X_train=Xn_train, X_test=Xn_test,
X_min_max=X_min_max, a=a, b=b):
"""
"""
ar_scores = []
ar_preds = []
Xdn_test = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_test,
X_min_max,
station_id, a=a, b=b),
X_test.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_test.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
for t in range(1, limit_t+1):
arma = theARMA(p, q, t, level=level)
print("Fitting t+{}...".format(t))
arma.fit(X_train)
print("Predicting t+{}...".format(t))
X_pred = arma.predict(X_test)
Xdn_pred = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_pred,
X_min_max,
station_id, a=a, b=b),
X_pred.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_pred.items),
major_axis=list(X_pred.major_axis),
minor_axis=list(X_pred.minor_axis))
ar_preds.append(Xdn_pred)
ar_scores.append(arma.score(Xdn_test, Xdn_pred, level))
display(HTML((pd.DataFrame(np.array(ar_scores).T,
index=['R2', 'RMSE', 'MSE', 'MAE', 'MAPE', 'MPE'],
columns=list(map(
lambda x: "t+"+str(x),
range(1, len(ar_scores)+1))))).to_html()))
return ar_preds, ar_scores
def plot_qualitative_analysis(ar_preds, X_test, limit_t, order, subway_stations, del_hours):
"""
"""
fig, ax = plt.subplots(limit_t+1, figsize=(16, limit_t*4))
wd_testorder_15m = X_test.iloc[:, :, order:]
wdm_testorder_15m = wd_testorder_15m.mean()
wdm_testorder_15m.plot(ax=ax[0])
ax[0].set_ylabel('Number of Validations')
ax[0].set_title('Test')
ax[0].legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
for i in range(limit_t):
pred_t = ar_preds[i].mean()
pred_t.plot(ax=ax[i+1])
ax[i+1].set_ylabel('Number of Validations')
ax[i+1].set_title("Predict t+{}".format(i+1))
ax[i+1].legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=2, loc=2,
borderaxespad=0.)
plt.tight_layout()
plt.show();
def plot_specific(X_test, baseline_preds, ar_preds, ar_preds_s, order, limit_t, j, s):
fig, ax = plt.subplots(limit_t, figsize=(16, limit_t*5))
for t in range(limit_t):
ar_preds[t].iloc[j, s].plot(ax=ax[t], label='General AR')
ar_preds_s[t].iloc[j, s].plot(ax=ax[t], label='AR By Station')
X_test.iloc[j, s].plot(ax=ax[t], label="Real values")
baseline_preds[0].iloc[j, s].plot(ax=ax[t], style=['.--'], label='General Baseline')
baseline_preds[1].iloc[j, s].plot(ax=ax[t], style=['.--'], label='Baseline per station')
ax[t].set_ylabel('Number of Validations')
ax[t].set_title("AR models at t+{} with an order of {}".format(t+1, order))
ax[t].legend(bbox_to_anchor=(1., 0.9, 1.1, .102), ncol=1, loc=2,
borderaxespad=0.)
plt.tight_layout()
plt.show();
def plot_bispecific(X_test, baseline_preds, ar_preds, ar_preds_s, order, limit_t, j, s):
fig, ax = plt.subplots(limit_t, 2, figsize=(16, limit_t*5))
for t in range(limit_t):
ar_preds[t].iloc[j, s].plot(ax=ax[t][0], label='General AR')
ar_preds_s[t].iloc[j, s].plot(ax=ax[t][1], label='AR By Station')
for c in range(2):
X_test.iloc[j, s].plot(ax=ax[t][c], label="Real values")
baseline_preds[0].iloc[j, s].plot(ax=ax[t][c], style=['.--'], label='General Baseline')
baseline_preds[1].iloc[j, s].plot(ax=ax[t][c], style=['.--'], label='Baseline per station')
ax[t][c].set_ylabel('Number of Validations')
ax[t][c].set_title("AR models at t+{} with an order of {}".format(t+1, order))
ax[t][c].legend(bbox_to_anchor=(0.68, 0.9, 1.1, .102), ncol=1, loc=2,
borderaxespad=0.)
plt.tight_layout()
plt.show();
def plot_diff_along_time(X_test, ar_preds):
order = X_test.shape[2] - ar_preds[0].shape[2]
res = []
for t in range(len(ar_preds)):
res.append(np.sqrt(((X_test.iloc[:, :, order:].values -
ar_preds[t].values)**2).mean(axis=(0, 1))))
pd_res = pd.DataFrame(np.array(res).T, index=list(ar_preds[t].minor_axis),
columns=list(map(lambda x: "t+"+str(x),
range(1, len(ar_preds)+1))))
pd_res.plot(subplots=True, figsize=(16, len(ar_preds)*2),
title='Plot of RMSE between predicted and real values along days')
order, limit_t = 4, 4
%%time
ar_preds, ar_scores = ar_plot_results(None, order, limit_t)
Fitting...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
Predicting...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.957309 | -9.536362e+04 | -0.580966 | 0.488863 |
| RMSE | 75.311650 | 1.125609e+05 | 458.305684 | 260.592995 |
| MSE | 5671.844689 | 1.266996e+10 | 210044.100208 | 67908.709103 |
| MAE | 0.363100 | 5.873412e+02 | 2.542961 | 1.411893 |
| MAPE | 36.310028 | 5.873412e+04 | 254.296111 | 141.189291 |
| MPE | -21.190840 | 1.358043e+04 | -85.950406 | -105.486529 |
CPU times: user 4.84 s, sys: 2.44 s, total: 7.28 s Wall time: 6.43 s
plot_diff_along_time(X_test, ar_preds)
%%time
ar_preds_s, ar_scores_s = ar_plot_results("s", order, limit_t)
Fitting...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033364 | -0.239709 | 0.502055 | 0.69789 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015932 | -0.166423 | 0.240362 | 0.848702 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061307 | -0.197824 | 0.167681 | 0.994309 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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| Weights | 0.099728 | -0.37421 | 0.63946 | 0.561694 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.147911 | -0.223315 | 0.328781 | 0.924289 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064857 | -0.057518 | 0.321597 | 0.737255 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.16209 | 0.031063 | -0.004958 | 0.53419 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.007037 | -0.284018 | 0.384895 | 0.79564 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.048177 | -0.322875 | 0.104892 | 1.212352 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.107267 | -0.119918 | 0.258366 | 0.878488 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037997 | -0.35202 | 0.466327 | 0.823829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030031 | -0.004559 | 0.05903 | 0.874914 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228435 | -0.063043 | 0.233921 | 0.967644 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.117999 | -0.124718 | 0.246435 | 0.950663 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093605 | -0.006906 | 0.102649 | 0.876906 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129545 | -0.023044 | 0.18386 | 0.844481 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.092807 | -0.131776 | 0.282139 | 0.89545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009498 | -0.311705 | 0.412706 | 0.824386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.128412 | -0.118041 | 0.323202 | 0.825309 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161916 | -0.163053 | 0.330386 | 0.87085 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.010511 | 0.052463 | 0.053912 | 0.704616 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126994 | -0.19504 | 0.219551 | 1.019476 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115298 | -0.20497 | 0.425823 | 0.816829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002651 | -0.348249 | 0.358977 | 0.939376 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.108273 | -0.129958 | 0.033109 | 1.106449 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044944 | -0.26287 | 0.476066 | 0.758691 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.013013 | -0.317016 | 0.426181 | 0.842591 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159968 | -0.172638 | 0.334498 | 0.881469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037341 | 0.013818 | 0.223824 | 0.635338 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.100711 | -0.191716 | 0.329805 | 0.692442 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.208243 | -0.148594 | 0.549474 | 0.67443 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141898 | -0.110924 | 0.232945 | 0.927262 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.381675 | 0.062528 | 0.063654 | 0.421444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.029428 | -0.45095 | 0.512332 | 0.853102 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032708 | -0.262768 | 0.405787 | 0.806008 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.083386 | -0.227836 | 0.200279 | 1.03655 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015592 | -0.129297 | 0.162262 | 0.860778 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.025628 | -0.33195 | 0.415192 | 0.805635 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.053593 | 0.12952 | 0.066834 | 0.606904 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035522 | -0.112468 | 0.319545 | 0.772909 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.090998 | -0.277814 | 0.439076 | 0.858399 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178236 | -0.155317 | 0.165772 | 1.076691 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.03619 | -0.406361 | 0.481499 | 0.863265 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133475 | -0.06212 | 0.189467 | 0.9403 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.172166 | -0.05671 | 0.170552 | 0.962851 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00556 | -0.395592 | 0.505087 | 0.830839 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000324 | 0.01582 | 0.15117 | 0.694887 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.128607 | -0.114295 | 0.245675 | 0.676194 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.137674 | -0.072332 | 0.140423 | 0.960372 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024927 | -0.328772 | 0.376807 | 0.868938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185035 | -0.036549 | 0.217049 | 0.916408 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.243279 | -0.045304 | 0.310472 | 0.889702 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.022376 | -0.132982 | 0.280192 | 0.818175 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182001 | -0.180653 | 0.320769 | 0.925469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.069672 | -0.105255 | 0.324256 | 0.781141 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.016895 | -0.23254 | 0.153256 | 0.958345 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.022481 | -0.131577 | 0.21244 | 0.760523 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.248839 | -0.142512 | 0.462355 | 0.841014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.004716 | -0.273489 | 0.594216 | 0.588842 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.121799 | 0.023751 | 0.167091 | 0.856263 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095559 | -0.27724 | 0.229249 | 1.051423 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124513 | -0.065585 | 0.129546 | 0.959842 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039269 | -0.211149 | 0.208379 | 0.955195 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15437 | -0.128932 | 0.363735 | 0.810107 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176825 | 0.003974 | 0.257393 | 0.82991 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.245072 | -0.111408 | 0.129108 | 0.683725 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053653 | -0.156746 | 0.180478 | 0.906685 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063273 | -0.211343 | 0.440294 | 0.752009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040329 | -0.014287 | 0.176309 | 0.811266 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049439 | -0.244092 | 0.255596 | 0.968896 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032799 | -0.357149 | 0.425715 | 0.911441 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195576 | -0.099886 | 0.398822 | 0.794825 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037229 | -0.371153 | 0.460452 | 0.836582 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187042 | -0.108681 | 0.179253 | 1.012636 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068056 | -0.07185 | 0.216421 | 0.842565 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04445 | 0.063898 | 0.055683 | 0.763813 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180262 | -0.021293 | 0.266451 | 0.829585 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224734 | -0.079961 | 0.329663 | 0.877935 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02929 | -0.015031 | 0.279392 | 0.715913 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.026334 | -0.363024 | 0.227977 | 1.061936 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002243 | -0.027064 | 0.152631 | 0.79091 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.057708 | -0.333153 | 0.392261 | 0.839584 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
Predicting...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.962349 | -8.725618e+12 | -7.042451e+04 | 0.554545 |
| RMSE | 70.726932 | 1.076693e+09 | 9.672951e+04 | 243.274130 |
| MSE | 5002.298976 | 1.159269e+18 | 9.356598e+09 | 59182.302352 |
| MAE | 0.352292 | 4.573697e+05 | 1.171233e+02 | 1.186832 |
| MAPE | 35.229176 | 4.573697e+07 | 1.171233e+04 | 118.683199 |
| MPE | -19.865985 | -3.755629e+07 | 6.364637e+03 | -84.651823 |
CPU times: user 49.4 s, sys: 1.91 s, total: 51.3 s Wall time: 42.8 s
plot_diff_along_time(X_test, ar_preds_s)
j, s = 2, 100
plot_bispecific(X_test, baseline_preds, ar_preds, ar_preds_s, order, limit_t, j, s)
plot_qualitative_analysis(ar_preds, X_test, limit_t, order, subway_stations, del_hours)
plot_qualitative_analysis(ar_preds_s, X_test, limit_t, order, subway_stations, del_hours)
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 'None'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(ar_scores).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="General baseline")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of General baseline and AR model, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 's'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(ar_scores_s).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per station")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="Baseline per station")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(16, 6))
ax.set_prop_cycle(color=['crimson', 'teal', 'b', 'darkgoldenrod'])
x = range(1, limit_t+1)
baseline_scores = df_baseline_scores.loc['RMSE'].values.repeat(limit_t).reshape(-1, limit_t).T
model_scores = np.vstack((np.array(ar_scores).T[1], np.array(ar_scores_s).T[1])).T
baselineObjects = plt.plot(x, baseline_scores, linewidth=3)
labels = ["General baseline", "Baseline per station", "AR", "AR per station"]
arlineObjects = plt.plot(x, model_scores, linewidth=3)
# ['D', '*', '|', 'X']
# labels = ["Full baseline", "Baseline per station", "Baseline per day",
# "Baseline per station and day", "Full AR", "AR per station"]
for i, m in zip(range(4), ['D', '*']):
ax = plt.scatter(x, baseline_scores[:, i], marker=m, s=100)
for i, m in zip(range(2), ['D', '*']):
ax = plt.scatter(x, model_scores[:, i], marker=m, s=100)
plt.legend(baselineObjects+arlineObjects, labels, prop={'size': 15})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
def baseline_sub(X, baseline):
return X.apply(lambda x: x - baseline.iloc[0], axis=(1, 2))
def baseline_add(X, baseline):
return X.apply(lambda x: x + baseline.iloc[0], axis=(1, 2))
order, limit_t = 4, 4
# Minus Baseline per station
Xb_train = baseline_sub(X_train, baseline_preds[1])
Xb_test = baseline_sub(X_test, baseline_preds[1])
# Minus Baseline per station
Xb_train_s = baseline_sub(X_train, baseline_preds[1])
Xb_test_s = baseline_sub(X_test, baseline_preds[1])
Xb_min_max_s = Xb_train_s.apply(lambda x: (x.min().min(), x.max().max()), axis=(0, 2))
Xbn_train_s = Xb_train_s.apply(lambda x: a + ((x - x.min().min()) * (b - a)) / (x.max().max() - x.min().min()),
axis=(0, 2)).transpose(2, 0, 1)
# Normalize Xb_test
Xbn_test_s = pd.Panel(np.array(list(map(lambda station_id: normalize(
Xb_test_s, Xb_min_max_s, station_id, a=a, b=b),
Xb_test_s.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(Xb_test_s.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
# Denormalize Xb_test
Xbdn_test_s = pd.Panel(np.array(list(map(lambda station_id: denormalize(
Xbn_test_s, Xb_min_max_s, station_id, a=a, b=b),
Xb_test_s.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(Xb_test_s.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
%%time
arb_preds, arb_scores = ar_plot_results(None, order, limit_t, X_train=Xbn_train_s,
X_test=Xbn_test_s, X_min_max=Xb_min_max_s, a=a, b=b)
for t in range(limit_t):
arb_preds[t] = baseline_add(arb_preds[t], baseline_preds[1])
Fitting...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02997 | -0.007437 | 0.287751 | 0.695926 |
Predicting...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 8.459523e-01 | -1.609069e+00 | -1.107381e+00 | -2.174787e-01 |
| RMSE | 5.721493e+01 | 2.354640e+02 | 2.116183e+02 | 1.608468e+02 |
| MSE | 3.273548e+03 | 5.544328e+04 | 4.478230e+04 | 2.587169e+04 |
| MAE | -2.346982e+10 | -6.608786e+10 | -5.697795e+10 | -3.679000e+10 |
| MAPE | -2.346982e+12 | -6.608786e+12 | -5.697795e+12 | -3.679000e+12 |
| MPE | 1.559500e+12 | -1.148078e+12 | -5.894448e+11 | 8.337539e+11 |
CPU times: user 4.96 s, sys: 2.27 s, total: 7.22 s Wall time: 6.31 s
plot_diff_along_time(X_test, arb_preds)
%%time
arb_preds_s, arb_scores_s = ar_plot_results("s", order, limit_t,
X_train=Xbn_train_s,
X_test=Xbn_test_s,
X_min_max=Xb_min_max_s, a=a, b=b)
for t in range(limit_t):
arb_preds_s[t] = baseline_add(arb_preds_s[t], baseline_preds[1])
Fitting...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151558 | 0.102607 | 0.322026 | 0.601723 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.041706 | 0.073316 | 0.191044 | 0.529377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135022 | -0.130593 | 0.250507 | 0.90533 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031072 | -0.044133 | 0.389985 | 0.573815 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.142115 | 0.090334 | 0.160761 | 0.562643 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.110814 | -0.059495 | 0.192758 | 0.865118 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.028911 | 0.042138 | 0.312355 | 0.600317 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161928 | -0.029374 | 0.258065 | 0.82988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133476 | -0.039783 | 0.206957 | 0.87954 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.082662 | -0.161168 | 0.109018 | 1.038095 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081539 | -0.122675 | 0.520434 | 0.556939 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.008419 | 0.023854 | 0.23796 | 0.616796 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.330964 | -0.107073 | 0.289914 | 0.401104 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.030721 | -0.036177 | 0.370298 | 0.566179 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.028146 | -0.042285 | 0.246306 | 0.710248 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065209 | -0.070725 | 0.198175 | 0.844521 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064546 | 0.00717 | 0.237114 | 0.734168 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.060565 | 0.15032 | 0.233907 | 0.438679 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074263 | 0.051188 | 0.314403 | 0.625617 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042034 | -0.192672 | 0.257845 | 0.878572 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.127013 | -0.018267 | 0.273906 | 0.765638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114608 | -0.058098 | 0.278996 | 0.774814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123301 | -0.128929 | 0.234812 | 0.900728 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174497 | 0.049936 | 0.039826 | 1.01033 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.006991 | -0.06234 | 0.357582 | 0.636177 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.073911 | -0.02157 | 0.273259 | 0.587016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105408 | 0.115143 | 0.31034 | 0.572212 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.064441 | -0.022938 | 0.331934 | 0.54844 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.0006 | 0.021808 | 0.285301 | 0.566521 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.09071 | -0.205097 | 0.288281 | 0.744782 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123155 | -0.144028 | 0.388214 | 0.8205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077814 | -0.141947 | 0.209549 | 0.908939 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033857 | -0.021773 | 0.21141 | 0.750786 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021585 | -0.094092 | 0.285667 | 0.746826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.232502 | 0.103579 | 0.068336 | 0.484251 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.034626 | -0.059489 | 0.310781 | 0.653544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024371 | 0.091974 | 0.170086 | 0.609767 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055857 | 0.012771 | 0.238266 | 0.6705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.025987 | -0.138191 | 0.244551 | 0.854979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087056 | -0.183707 | 0.337376 | 0.867254 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.163586 | 0.129079 | 0.230739 | 0.34979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.142299 | 0.10757 | 0.043735 | 0.590122 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000269 | 0.154696 | 0.240995 | 0.520317 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.038769 | 0.035733 | 0.217108 | 0.662544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073953 | 0.019322 | 0.30043 | 0.666164 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064199 | -0.304735 | 0.339604 | 0.931938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009867 | 0.033798 | 0.205712 | 0.666018 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115888 | -0.042485 | 0.228415 | 0.859431 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103669 | -0.086075 | 0.409039 | 0.695837 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.279947 | 0.1414 | 0.120786 | 0.378696 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056807 | -0.076467 | 0.151931 | 0.913383 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024659 | 0.052972 | 0.301532 | 0.496113 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044313 | 0.03778 | 0.28864 | 0.64172 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.038347 | -0.174266 | 0.255993 | 0.817104 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.066896 | 0.222874 | 0.372744 | 0.342339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.146284 | 0.231238 | 0.068217 | 0.409804 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170109 | -0.0242 | 0.248691 | 0.864876 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.131925 | -0.012648 | 0.170191 | 0.596569 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.01406 | -0.227056 | 0.194473 | 0.92864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.019684 | 0.026681 | 0.265989 | 0.588421 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086181 | -0.052615 | 0.175391 | 0.880703 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.19486 | 0.109211 | 0.124588 | 0.456077 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.209718 | 0.053946 | 0.233974 | 0.430801 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081314 | 0.114184 | 0.357417 | 0.493347 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.146211 | 0.037265 | -0.06085 | 0.782657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103496 | -0.128212 | 0.146924 | 0.991409 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133481 | 0.047657 | 0.314221 | 0.629858 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159652 | -0.103037 | 0.152388 | 1.032889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.098934 | 0.042118 | 0.124665 | 0.659295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100917 | -0.141201 | 0.13915 | 0.980194 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006025 | 0.16342 | 0.32425 | 0.38821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157787 | 0.00592 | 0.45189 | 0.610002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087775 | -0.022848 | 0.096467 | 0.934897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093056 | 0.050131 | 0.3961 | 0.488717 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.138403 | 0.108002 | 0.246236 | 0.410265 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.27211 | 0.074957 | 0.064607 | 0.323308 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.020268 | -0.112834 | 0.485786 | 0.58877 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105679 | -0.006017 | 0.375809 | 0.666016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.165855 | -0.0314 | 0.306357 | 0.787185 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.035608 | 0.102922 | 0.224701 | 0.481706 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059948 | 0.038751 | 0.301804 | 0.602339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057999 | -0.211968 | 0.356136 | 0.813837 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.090209 | -0.002306 | 0.051968 | 0.938411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.095461 | -0.004522 | 0.055382 | 0.753705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145007 | -0.06302 | 0.227848 | 0.883657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.091667 | -0.152019 | 0.306845 | 0.814158 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174102 | 0.002888 | 0.369502 | 0.713418 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049197 | 0.060146 | 0.218152 | 0.66191 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.138325 | -0.084012 | 0.334861 | 0.786313 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006345 | 0.014071 | 0.351431 | 0.535019 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101724 | -0.17953 | 0.205889 | 0.982587 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081718 | -0.219656 | 0.331621 | 0.872073 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098332 | 0.004909 | 0.299049 | 0.674658 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014306 | -0.050175 | 0.234944 | 0.768784 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087497 | -0.097828 | 0.355432 | 0.721445 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034128 | -0.085276 | 0.292345 | 0.747642 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163516 | -0.077027 | 0.213886 | 0.917957 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.211266 | -0.156702 | 0.44689 | 0.823182 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073189 | -0.062636 | 0.372848 | 0.686651 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053298 | -0.261212 | 0.45872 | 0.769659 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042315 | -0.082144 | 0.408387 | 0.633205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.10406 | 0.006269 | 0.327012 | 0.493616 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.09996 | 0.011771 | 0.248274 | 0.742215 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032106 | -0.037823 | 0.230356 | 0.782455 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.002594 | 0.053935 | 0.148068 | 0.705889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071819 | 0.037002 | 0.174829 | 0.771685 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.027108 | 0.073774 | 0.237519 | 0.527074 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17575 | -0.095065 | 0.319119 | 0.850774 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.003475 | 0.084535 | 0.324177 | 0.488881 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171262 | 0.006962 | 0.434752 | 0.606821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037645 | 0.095093 | 0.218427 | 0.609201 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054119 | -0.172073 | 0.467368 | 0.70887 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.07251 | 0.056277 | 0.324694 | 0.427193 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041282 | 0.015196 | 0.165544 | 0.721604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.109148 | 0.050325 | 0.248617 | 0.733931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.019754 | 0.035493 | 0.285094 | 0.627787 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074027 | 0.008725 | 0.251215 | 0.711182 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046013 | 0.071709 | 0.262896 | 0.449969 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086061 | -0.066091 | 0.275091 | 0.738925 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.093937 | -0.164092 | 0.247882 | 0.741627 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11915 | 0.057285 | 0.265082 | 0.671072 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.011049 | -0.099956 | 0.274566 | 0.708292 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.10023 | -0.123662 | 0.365368 | 0.778231 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.155425 | 0.210131 | 0.082626 | 0.503319 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072049 | -0.010104 | 0.275715 | 0.724749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.067417 | 0.070596 | 0.22334 | 0.566802 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009285 | -0.001087 | 0.3675 | 0.553527 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05797 | -0.13958 | 0.502899 | 0.634769 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068474 | -0.130223 | 0.320702 | 0.78545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.214124 | 0.178319 | 0.066477 | 0.457221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126699 | -0.02769 | 0.25708 | 0.789364 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.088993 | -0.163904 | 0.337587 | 0.849452 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057232 | 0.075208 | 0.136122 | 0.761927 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.102179 | -0.146909 | 0.304346 | 0.630047 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039102 | 0.030124 | 0.214324 | 0.753349 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15802 | -0.123562 | 0.313123 | 0.855601 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.025471 | -0.012048 | 0.264894 | 0.662349 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.093436 | 0.080119 | 0.202577 | 0.519442 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.058889 | -0.006286 | 0.159288 | 0.705727 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17844 | -0.073602 | 0.244737 | 0.902646 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051088 | 0.029965 | 0.240842 | 0.700386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135808 | -0.01957 | 0.30163 | 0.732022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144302 | -0.018847 | 0.305812 | 0.755223 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097015 | 0.011277 | 0.23231 | 0.54798 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.036868 | 0.075414 | 0.297563 | 0.574904 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039481 | -0.047052 | 0.275727 | 0.748387 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1199 | 0.002019 | 0.159226 | 0.874048 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040132 | -0.14469 | 0.41152 | 0.700602 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.188986 | -0.033629 | 0.426532 | 0.707989 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051117 | -0.069268 | 0.202685 | 0.834437 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.148618 | -0.110545 | 0.32427 | 0.538748 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074811 | 0.046766 | 0.358784 | 0.580302 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093824 | 0.056659 | 0.361218 | 0.586619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.037503 | 0.046425 | 0.320908 | 0.433889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.106388 | 0.060823 | 0.227957 | 0.538444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.196461 | -0.069495 | 0.232181 | 0.924986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065101 | -0.009502 | 0.186195 | 0.776962 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.018101 | 0.106673 | 0.184192 | 0.668408 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.055547 | -0.153588 | 0.283512 | 0.76108 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080843 | -0.107799 | 0.302413 | 0.787889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086512 | 0.076501 | 0.162654 | 0.749818 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146135 | 0.067748 | 0.311458 | 0.656482 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.034526 | -0.004364 | 0.361496 | 0.536057 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080265 | -0.018223 | 0.247781 | 0.74828 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.042772 | 0.066479 | 0.249441 | 0.583874 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.017642 | 0.121519 | 0.338542 | 0.413955 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118952 | 0.004571 | 0.30575 | 0.727382 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070599 | 0.024016 | 0.240031 | 0.694749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144538 | 0.010519 | 0.273951 | 0.769943 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.208162 | -0.033623 | 0.344006 | 0.809296 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.186725 | -0.031015 | 0.274562 | 0.847297 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.230601 | -0.087063 | 0.453658 | 0.764597 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063967 | -0.017967 | 0.253571 | 0.705947 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171025 | -0.074456 | 0.162063 | 1.011314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.03348 | 0.004785 | 0.217136 | 0.644447 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126152 | -0.03858 | 0.340357 | 0.737439 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055131 | -0.061155 | 0.288083 | 0.783386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17896 | -0.060321 | 0.444982 | 0.689485 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.017322 | 0.233299 | -0.482099 | 1.0497 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146121 | 0.025878 | 0.430259 | 0.562335 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.167569 | -0.178639 | 0.500058 | 0.447829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.177532 | -0.037077 | 0.338651 | 0.756292 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009765 | 0.062895 | 0.289196 | 0.543815 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.131413 | 0.014758 | -0.017518 | 0.4536 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.01678 | -0.098294 | 0.318857 | 0.655304 |
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|---|---|---|---|---|
| Weights | -0.10864 | -0.221857 | 0.164873 | 1.118532 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.066749 | 0.026039 | 0.265614 | 0.684496 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.050241 | -0.118996 | 0.398607 | 0.684868 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.049827 | 0.033433 | 0.136562 | 0.684619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184178 | 0.001392 | 0.323188 | 0.771285 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029428 | 0.016325 | 0.207542 | 0.745107 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.067862 | 0.062636 | 0.16706 | 0.726673 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046283 | 0.06591 | 0.206534 | 0.663517 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.00742 | 0.054824 | 0.197227 | 0.691347 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.025602 | -0.094326 | 0.342466 | 0.697986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101536 | 0.032612 | 0.297162 | 0.66986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156677 | -0.004 | 0.347122 | 0.689922 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.098101 | 0.084755 | 0.063943 | 0.52841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.153657 | -0.053952 | 0.276009 | 0.844314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112273 | -0.004811 | 0.36563 | 0.667836 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059322 | -0.146441 | 0.338474 | 0.818822 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.109553 | -0.094701 | 0.172907 | 0.933739 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.048359 | -0.058952 | 0.396922 | 0.638556 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014973 | -0.163251 | 0.398017 | 0.726214 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168255 | -0.014452 | 0.351568 | 0.708619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046919 | 0.095794 | 0.226101 | 0.433765 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097505 | -0.056296 | 0.257258 | 0.633515 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.136972 | 0.038756 | 0.463735 | 0.513926 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112959 | -0.053637 | 0.313398 | 0.759777 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.352551 | 0.110278 | 0.065152 | 0.400091 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015293 | -0.318979 | 0.495257 | 0.790883 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04541 | -0.081627 | 0.361356 | 0.69198 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134886 | -0.112043 | 0.322206 | 0.860461 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.042781 | -0.020693 | 0.197421 | 0.69008 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.03872 | -0.138565 | 0.358928 | 0.652774 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.116964 | 0.135352 | 0.137577 | 0.450523 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.066153 | 0.044411 | 0.224366 | 0.574778 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113432 | -0.092841 | 0.401302 | 0.739097 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.181637 | -0.057896 | 0.308046 | 0.851821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070598 | -0.189338 | 0.400637 | 0.771367 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074021 | 0.02702 | 0.248369 | 0.711709 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125641 | 0.004056 | 0.255887 | 0.768467 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056027 | -0.171023 | 0.445345 | 0.717427 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.061299 | 0.087747 | 0.095285 | 0.566967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.175714 | -0.010507 | 0.256409 | 0.512148 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07689 | 0.003517 | 0.147879 | 0.813817 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006247 | -0.217338 | 0.37197 | 0.799256 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142621 | 0.036745 | 0.253994 | 0.763749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185144 | 0.044118 | 0.38992 | 0.669736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00568 | 0.024929 | 0.275301 | 0.650002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151996 | -0.07567 | 0.36204 | 0.750971 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001826 | 0.046604 | 0.277581 | 0.614327 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.007121 | -0.156173 | 0.225985 | 0.772841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.023434 | 0.009742 | 0.189407 | 0.663888 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183734 | -0.008558 | 0.453393 | 0.658555 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.094547 | -0.102354 | 0.421323 | 0.506197 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.019632 | 0.096522 | 0.199619 | 0.646599 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152482 | -0.127711 | 0.325126 | 0.862974 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111317 | 0.014438 | 0.214141 | 0.787043 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041298 | -0.115159 | 0.252287 | 0.82968 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.076613 | 0.000842 | 0.336061 | 0.62634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087171 | 0.04346 | 0.373342 | 0.576088 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.20186 | -0.001082 | 0.156539 | 0.572299 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.052946 | -0.071253 | 0.242287 | 0.768434 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.003712 | -0.023749 | 0.354397 | 0.594607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.049447 | 0.058464 | 0.173254 | 0.623336 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061737 | -0.09824 | 0.254984 | 0.818112 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044583 | -0.140443 | 0.361861 | 0.772865 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111793 | 0.012124 | 0.380587 | 0.631838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064076 | -0.139109 | 0.400089 | 0.704795 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170851 | -0.024113 | 0.273409 | 0.816172 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002585 | 0.033135 | 0.228791 | 0.645988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.109373 | 0.089104 | 0.113537 | 0.592631 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055323 | 0.049956 | 0.297245 | 0.617811 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150545 | 0.014271 | 0.376916 | 0.667206 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.105559 | 0.098751 | 0.197886 | 0.500678 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105709 | -0.166715 | 0.268138 | 0.91009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.018426 | 0.073049 | 0.166672 | 0.669638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056508 | -0.133286 | 0.357766 | 0.66337 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150546 | -0.062469 | 0.189249 | 0.915514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.031289 | 0.066664 | 0.276832 | 0.482444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044703 | -0.073223 | 0.378138 | 0.669938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.061381 | 0.083409 | 0.095808 | 0.588907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070719 | -0.204416 | 0.341202 | 0.85395 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.119952 | -0.028597 | 0.2173 | 0.8179 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039813 | -0.002958 | 0.315426 | 0.624105 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053681 | -0.096203 | 0.429209 | 0.656862 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125434 | -0.079634 | 0.237113 | 0.874122 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112289 | 0.063559 | 0.286518 | 0.693465 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086079 | -0.101565 | 0.15655 | 0.968775 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133643 | -0.145532 | 0.338249 | 0.844701 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124586 | -0.123363 | 0.175634 | 0.980445 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.062992 | 0.110964 | 0.180232 | 0.671907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095665 | 0.022676 | 0.318135 | 0.648432 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.10493 | -0.070022 | 0.392863 | 0.674295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.160011 | -0.043404 | 0.264103 | 0.845823 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.097158 | 0.057196 | 0.174167 | 0.780712 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.058491 | 0.041906 | 0.31307 | 0.680826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.099661 | 0.021931 | 0.222917 | 0.616257 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.012176 | 0.096964 | 0.236719 | 0.538271 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.075484 | -0.060216 | 0.196788 | 0.6686 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1067 | -0.042557 | 0.248283 | 0.799475 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.215974 | -0.021202 | 0.344308 | 0.8114 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.096942 | -0.253794 | 0.463976 | 0.833064 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.018116 | 0.169106 | 0.247754 | 0.354267 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.01466 | -0.04532 | 0.286857 | 0.649215 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.18857 | -0.057004 | 0.353448 | 0.827163 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.023456 | -0.017528 | 0.14072 | 0.837238 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034142 | -0.211253 | 0.452698 | 0.738741 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053769 | 0.035407 | 0.416388 | 0.481203 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.007887 | 0.121737 | 0.16108 | 0.618585 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097325 | 0.123376 | 0.179632 | 0.533348 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04582 | -0.011302 | 0.277484 | 0.691321 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.094 | -0.001849 | 0.296214 | 0.536416 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06219 | 0.070758 | 0.199523 | 0.693788 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.065067 | 0.061018 | 0.080133 | 0.656692 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06304 | -0.031773 | 0.273995 | 0.611593 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141156 | -0.127444 | 0.351497 | 0.816942 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141454 | -0.14309 | 0.334545 | 0.844515 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.104398 | 0.063477 | 0.247888 | 0.510529 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180903 | -0.11672 | 0.39546 | 0.829254 |
Predicting...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 8.546575e-01 | -4.768467e+08 | -4.403893e+04 | -7.969461e-03 |
| RMSE | 5.557481e+01 | 3.183252e+06 | 3.059179e+04 | 1.463543e+02 |
| MSE | 3.088559e+03 | 1.013309e+13 | 9.358579e+08 | 2.141957e+04 |
| MAE | -1.662754e+10 | -1.277954e+13 | -2.433361e+11 | -9.831762e+07 |
| MAPE | -1.662754e+12 | -1.277954e+15 | -2.433361e+13 | -9.831762e+09 |
| MPE | 1.293655e+12 | -1.265700e+15 | -1.973984e+13 | 6.247137e+09 |
CPU times: user 48 s, sys: 1.8 s, total: 49.8 s Wall time: 40.6 s
plot_diff_along_time(X_test, arb_preds_s)
plot_bispecific(X_test, baseline_preds, arb_preds, arb_preds_s, order, limit_t, j, s)
plot_qualitative_analysis(arb_preds, X_test, limit_t, order, subway_stations, del_hours)
plot_qualitative_analysis(arb_preds_s, X_test, limit_t, order, subway_stations, del_hours)
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 'None'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(arb_scores).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR + baseline")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="General baseline")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of full baseline and AR model, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 's'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(arb_scores_s).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per station + baseline")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="Baseline per station")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.ylim((0, 1000))
plt.legend(prop={'size': 20})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(16, 6))
ax.set_prop_cycle(color=['crimson', 'teal', 'b', 'darkgoldenrod'])
x = range(1, limit_t+1)
baseline_scores = df_baseline_scores.loc['RMSE'].values.repeat(limit_t).reshape(-1, limit_t).T
model_scores = np.vstack((np.array(arb_scores).T[1], np.array(arb_scores_s).T[1])).T
baselineObjects = plt.plot(x, baseline_scores, linewidth=3)
labels = ["General baseline", "Baseline per station", "AR + baseline", "AR per station + baseline"]
arlineObjects = plt.plot(x, model_scores, linewidth=3)
for i, m in zip(range(4), ['D', '*']):
ax = plt.scatter(x, baseline_scores[:, i], marker=m, s=100)
for i, m in zip(range(2), ['D', '*']):
ax = plt.scatter(x, model_scores[:, i], marker=m, s=100)
plt.ylim((0, model_scores[:, 0].max()))
plt.legend(baselineObjects+arlineObjects, labels, prop={'size': 15})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
from cost_functions import mse, mse_g
from sklearn.linear_model import LinearRegression, Lasso
class myARt(Regressor):
def __init__(self, order=4, tplus=1, level=None, loss=mse, loss_g=mse_g, max_iter=1000,
eps=0.01):
""" Initialisation des paramètres du perceptron
:param order: Taille de la fenêtre glissante
:param loss: fonction de coût
:param loss_g: gradient de la fonction coût
:param max_iter: nombre maximum d'itération de la fonction coût
:param eps: pas du gradient
"""
self.order = order
self.level = level
self.tplus = tplus
@Regressor.datax_t_decorator
def fit(self, datax, tplus):
""" Finds the optimal weigths analytically
:param datax: contient tous les exemples du dataset
:returns: void
:rtype: None
"""
self.reg = LinearRegression()
_, self.X, self.y = datax
self.reg.fit(self.X, self.y)
self.w = self.reg.coef_.squeeze()
display(HTML(pd.DataFrame(self.w.reshape(1, -1), index=['Weights'],
columns=range(1, len(self.w)+1)).to_html()))
return self
def reshaped(self, y_pred, datax):
"""
"""
if datax.ndim == 3:
return y_pred.reshape((datax.shape[0] * datax.shape[1],
datax.shape[2] - self.order - self.tplus + 1),
order='F').reshape((datax.shape[0],
datax.shape[1],
datax.shape[2] - self.order - self.tplus + 1))
elif datax.ndim == 2:
return y_pred.reshape((datax.shape[0], datax.shape[1] - self.order - self.tplus + 1),
order='F')
@Regressor.datax_t_decorator
def forecast(self, datax, tplus):
"""
"""
datax, self.X_test, self.y_test = datax
return self.reshaped(self.reg.predict(self.X_test), datax)
class theARt(Baseline):
station_id = 0
def __init__(self, order, tplus, level=None, first_ndays=7):
"""
"""
super().__init__(level, first_ndays)
self.level = level
self.order = order
self.tplus = tplus
def fit(self, datax):
"""
"""
if self.level is None:
self.model = myARt(order=self.order, tplus=self.tplus, level=self.level)
self.model.fit(datax, self.tplus)
elif self.level.lower() == "s":
self.models = []
datax.apply(lambda station: self.models.append(
myARt(order=self.order, tplus=self.tplus, level=self.level).fit(station.T, self.tplus)),
axis=(0, 2))
elif self.level.lower() == "j":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean().mean(axis=1))
elif self.level.lower() == "sj":
# TODO
self.mean = []
for d in range(self.first_ndays):
exist_ind = list(set(ddict_days[d].values()) & set(datax.items))
self.mean.append(datax[exist_ind].mean(axis=0))
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def predict(self, datax, tplus=None):
"""
"""
def predict_for_station(x, tplus):
"""
"""
station_pred = self.models[self.station_id].forecast(x, tplus)
self.station_id += 1
return station_pred
if self.level is None:
X_pred = self.model.forecast(datax, tplus)
return panelIt(X_pred, datax, self.model.order + tplus - 1, subway_stations, del_hours)
elif self.level.lower() == "s":
X_pred = datax.apply(lambda x: predict_for_station(x.T, tplus),
axis=(0, 2)).transpose(1, 0, 2)
self.station_id = 0
return panelIt(X_pred.values, datax, self.models[0].order + tplus - 1, subway_stations, del_hours)
elif self.level.lower() == "j":
# TODO
pass
elif self.level.lower() == "sj":
# TODO
pass
else:
raise ValueError("Unknown value for level attribute, \
try: s, j, sj or None")
def score(self, datax, X_pred, level):
"""
"""
if level == None:
self.scores = super().metrics_score(
datax.iloc[:, :, self.model.order + self.tplus - 1:], X_pred.values)
elif level == 's':
self.scores = super().metrics_score(
datax.iloc[:, :, self.models[0].order + self.tplus - 1:], X_pred.values)
return self.scores
def art_plot_results(level, order, limit_t, X_train=Xn_train, X_test=Xn_test,
X_min_max=X_min_max, a=a, b=b):
"""
"""
ar_scores = []
ar_preds = []
Xdn_test = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_test,
X_min_max,
station_id, a=a, b=b),
X_test.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_test.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
print("Predicting...")
for t in range(1, limit_t+1):
ar = theARt(level=level, order=order, tplus=t)
print("Fitting t+{}...".format(t))
ar.fit(X_train)
print("Predicting t+{}...".format(t))
X_pred = ar.predict(X_test, t)
Xdn_pred = pd.Panel(np.array(list(map(lambda station_id:
denormalize(X_pred,
X_min_max,
station_id, a=a, b=b),
X_pred.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(X_pred.items),
major_axis=list(X_pred.major_axis),
minor_axis=list(X_pred.minor_axis))
ar_preds.append(Xdn_pred)
ar_scores.append(ar.score(Xdn_test, Xdn_pred, level))
display(HTML((pd.DataFrame(np.array(ar_scores).T,
index=['R2', 'RMSE', 'MSE', 'MAE', 'MAPE', 'MPE'],
columns=list(map(
lambda x: "t+"+str(x),
range(1, len(ar_scores)+1))))).to_html()))
return ar_preds, ar_scores
def plot_diff_along_time_per_t(X_test, ar_preds):
for t in range(len(ar_preds)):
res = []
order = X_test.shape[2] - ar_preds[t].shape[2]
res.append(np.sqrt(((X_test.iloc[:, :, order:].values -
ar_preds[t].values)**2).mean(axis=(0, 1))))
pd_res = pd.DataFrame(np.array(res).T, index=list(ar_preds[t].minor_axis),
columns=['t+{}'.format(t)])
pd_res.plot(figsize=(16, 2),
title='Plot of RMSE between predicted and real values along days')
order, limit_t = 4, 4
%%time
art_preds, art_scores = art_plot_results(None, order=order, limit_t=limit_t)
Predicting... Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.301045 | 0.010542 | 0.161812 | 0.959116 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.263309 | -0.276912 | 0.343574 | 0.93255 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.258649 | -0.240417 | 0.048574 | 1.092446 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.957309 | 0.917455 | 0.856489 | 0.791831 |
| RMSE | 75.311650 | 105.280642 | 139.593979 | 169.079444 |
| MSE | 5671.844689 | 11084.013506 | 19486.478883 | 28587.858256 |
| MAE | 0.363100 | 0.521453 | 0.667529 | 0.805648 |
| MAPE | 36.310028 | 52.145262 | 66.752910 | 80.564812 |
| MPE | -21.190840 | -34.007218 | -45.795876 | -57.215237 |
CPU times: user 6.72 s, sys: 4.38 s, total: 11.1 s Wall time: 10.6 s
plot_diff_along_time_per_t(X_test, art_preds)
%%time
art_preds_s, art_scores_s = art_plot_results("s", order, limit_t)
Predicting... Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033364 | -0.239709 | 0.502055 | 0.69789 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015932 | -0.166423 | 0.240362 | 0.848702 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061307 | -0.197824 | 0.167681 | 0.994309 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080071 | -0.155193 | 0.237343 | 0.907938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054032 | 0.094842 | 0.238382 | 0.609204 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.136526 | -0.028739 | 0.178496 | 0.911827 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.036465 | -0.410082 | 0.254123 | 1.017688 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.138808 | -0.140558 | 0.222161 | 0.9519 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101423 | -0.189763 | 0.264213 | 0.914141 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.069466 | -0.255923 | 0.13 | 1.076936 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185295 | -0.016679 | -0.074843 | 1.191167 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009591 | -0.300259 | 0.464256 | 0.756829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.004418 | -0.162062 | 0.325373 | 0.773807 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.253484 | 0.068496 | 0.305645 | 0.809106 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.051855 | -0.234672 | 0.396711 | 0.712681 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06007 | -0.049043 | 0.263158 | 0.724431 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.121114 | -0.398591 | 0.344617 | 0.847636 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.085934 | -0.380161 | 0.471132 | 0.929467 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.022663 | -0.364238 | 0.241989 | 1.040159 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100184 | -0.107912 | 0.18664 | 0.925849 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05212 | -0.216472 | 0.344732 | 0.843072 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.170159 | 0.113226 | -0.024498 | 0.634672 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030164 | -0.123085 | 0.301298 | 0.791196 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051505 | 0.010284 | 0.142652 | 0.797204 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095866 | -0.111411 | 0.232374 | 0.843406 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.039805 | -0.386263 | 0.324459 | 0.959719 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035947 | -0.371006 | 0.345183 | 0.990275 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000588 | 0.001096 | 0.316104 | 0.615533 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.117621 | 0.113051 | 0.004942 | 0.647582 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.139885 | 0.094827 | 0.219763 | 0.740501 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150142 | -0.012396 | 0.204563 | 0.840102 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131747 | -0.110322 | 0.28954 | 0.867265 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.055366 | -0.559806 | 0.343571 | 1.066679 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04913 | -0.06709 | 0.20988 | 0.805025 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064604 | -0.19958 | 0.154244 | 1.043617 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.172486 | -0.207997 | 0.384411 | 0.899286 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.280663 | 0.076554 | 0.075619 | 0.503552 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.023608 | -0.217333 | 0.123052 | 1.039497 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.060199 | -0.109318 | 0.389158 | 0.671495 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103878 | -0.049245 | 0.226935 | 0.853896 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.064955 | -0.32729 | 0.273072 | 0.924667 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217135 | 0.108121 | 0.38163 | 0.611587 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046668 | 0.254702 | -0.008694 | 0.567613 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144928 | -0.148965 | 0.15578 | 1.064264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.102255 | -0.094667 | 0.168106 | 0.722174 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.007507 | -0.309365 | 0.068561 | 1.122165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056488 | -0.093323 | 0.301315 | 0.759553 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.088228 | -0.108627 | 0.095778 | 1.018565 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.118567 | 0.115323 | 0.059806 | 0.608699 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.202978 | -0.116824 | 0.268232 | 0.583766 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.207456 | 0.030362 | 0.349792 | 0.726016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.107526 | 0.034438 | -0.100424 | 0.865525 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06008 | -0.23499 | 0.064896 | 1.127952 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214086 | -0.064483 | 0.353301 | 0.786902 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11463 | -0.124054 | -0.082009 | 1.240807 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.051376 | 0.014064 | 0.042212 | 0.812644 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014391 | -0.274008 | 0.012119 | 1.158152 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.148375 | 0.06181 | 0.358565 | 0.615264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194388 | -0.182617 | 0.506295 | 0.773552 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.099093 | -0.024259 | -0.100024 | 1.13517 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140298 | -0.083588 | 0.348142 | 0.721826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.000159 | 0.000057 | 0.321995 | 0.602528 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.313583 | 0.032354 | 0.036196 | 0.393361 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033068 | -0.340202 | 0.600944 | 0.706937 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231421 | -0.092669 | 0.371942 | 0.87992 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170143 | -0.145339 | 0.233367 | 0.976749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.010278 | -0.010987 | 0.273435 | 0.612782 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156512 | -0.09238 | 0.328982 | 0.820704 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.004969 | -0.458166 | 0.406672 | 0.938217 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08685 | -0.041725 | -0.073327 | 1.100163 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.082665 | -0.067993 | -0.019753 | 0.882192 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173816 | -0.125638 | 0.145103 | 1.053924 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034862 | -0.347491 | 0.267008 | 0.990461 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.202948 | -0.05138 | 0.256593 | 0.906465 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111722 | -0.078554 | 0.276436 | 0.806268 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.127425 | -0.2547 | 0.324727 | 0.949023 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.036441 | -0.147237 | 0.376229 | 0.700271 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.001857 | -0.369751 | 0.133213 | 1.143233 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.010257 | -0.499282 | 0.366416 | 1.01717 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174195 | -0.109095 | 0.2964 | 0.859678 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05009 | -0.178747 | 0.314264 | 0.865257 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068862 | -0.284481 | 0.388201 | 0.842867 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047376 | -0.222041 | 0.304954 | 0.869161 |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331067 | -0.154482 | 0.2708 | 0.955107 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.254019 | 0.14007 | 0.189794 | 0.678325 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17922 | -0.303096 | -0.060886 | 1.314277 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255413 | -0.099201 | 0.215437 | 0.92038 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.268158 | 0.262266 | 0.124765 | 0.784745 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228673 | -0.121036 | -0.061688 | 1.153221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.3667 | 0.039933 | 0.279853 | 0.890132 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.338527 | -0.09735 | 0.051473 | 1.163239 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.311895 | -0.039289 | -0.005475 | 1.149716 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.085514 | -0.255333 | -0.353015 | 1.476139 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.246193 | -0.191619 | 0.243531 | 0.943513 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.204824 | 0.019447 | 0.136848 | 0.856322 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.013035 | 0.250112 | 0.027771 | 0.607615 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184526 | -0.087053 | 0.188645 | 0.945767 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.294677 | 0.138695 | 0.113182 | 0.911077 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.321483 | 0.004927 | 0.01029 | 1.086011 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.259458 | -0.047325 | 0.102268 | 1.014737 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267182 | 0.148855 | 0.29433 | 0.621062 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.408287 | 0.105251 | 0.177416 | 0.961171 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.119572 | -0.21879 | -0.112758 | 1.228704 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.262221 | -0.142751 | 0.094488 | 1.089788 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.291814 | -0.087419 | 0.099651 | 1.040384 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156502 | -0.256111 | -0.10575 | 1.261067 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.240798 | -0.181255 | -0.107336 | 1.338378 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.33744 | 0.04405 | 0.213191 | 0.93429 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.411768 | 0.189392 | 0.221991 | 0.854256 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.384094 | -0.044472 | 0.359453 | 0.932754 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.20479 | 0.058871 | 0.149629 | 0.854587 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331383 | 0.117173 | 0.213072 | 0.757784 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159521 | -0.003243 | -0.003989 | 0.982149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.260359 | -0.263798 | 0.135613 | 1.250736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.139922 | -0.280204 | -0.084726 | 1.27588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.416392 | 0.107393 | 0.11942 | 0.974742 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287093 | -0.025874 | 0.153343 | 0.991595 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287731 | 0.512291 | 0.085703 | 0.468131 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.390294 | 0.171408 | 0.232774 | 0.861946 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.294205 | 0.161186 | 0.157482 | 0.767724 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.248882 | -0.043957 | 0.123041 | 0.906595 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.26393 | -0.037846 | 0.026832 | 1.136081 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.334648 | -0.102129 | 0.071195 | 1.201922 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.253279 | 0.160585 | 0.275119 | 0.69429 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.092522 | 0.179067 | 0.115379 | 0.419974 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.412953 | 0.162722 | 0.316728 | 0.763292 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.33121 | 0.01628 | 0.195358 | 0.879493 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.282504 | -0.075758 | 0.184284 | 0.999993 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.004046 | -0.476512 | -0.169901 | 1.44701 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199627 | 0.028154 | 0.13252 | 0.83856 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.242257 | -0.084245 | -0.014182 | 1.193288 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.303612 | -0.21618 | 0.186644 | 1.134469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197034 | 0.514301 | 0.150741 | 0.40979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.345906 | 0.086952 | -0.05109 | 1.12423 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.260789 | 0.018903 | 0.232366 | 0.805507 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.218838 | -0.033192 | 0.170895 | 0.935726 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.325069 | 0.112376 | 0.040428 | 1.024544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.250053 | -0.078593 | 0.377116 | 0.750417 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182926 | 0.312009 | 0.247032 | 0.371221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.351116 | -0.08377 | 0.046141 | 1.22149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111509 | 0.167865 | 0.061307 | 0.684198 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.016795 | -0.350513 | -0.232156 | 1.328607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.236112 | 0.022235 | 0.190702 | 0.849941 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.453276 | 0.179729 | 0.019925 | 1.05793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.14729 | 0.327833 | 0.166637 | 0.471378 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.20005 | 0.323672 | 0.147623 | 0.609577 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.373352 | -0.016947 | 0.348356 | 0.845936 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081617 | 0.291453 | -0.07254 | 0.670897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.219965 | -0.150282 | -0.153104 | 1.289273 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292772 | -0.160896 | 0.249521 | 0.94014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.343851 | -0.012307 | -0.240037 | 1.401006 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.339238 | 0.375879 | 0.064185 | 0.723361 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.062705 | -0.279323 | -0.259634 | 1.338274 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.236615 | -0.019746 | 0.327299 | 0.730581 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.375791 | -0.145916 | 0.304031 | 1.025222 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.327306 | 0.12161 | -0.158503 | 1.156633 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252244 | -0.087935 | 0.213648 | 0.840136 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.153671 | 0.096972 | 0.244636 | 0.682056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.024045 | 0.391891 | 0.061855 | 0.213598 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.417858 | 0.011934 | 0.31433 | 0.955345 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.400839 | -0.124436 | 0.29434 | 1.082673 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.282367 | -0.192453 | 0.105115 | 1.148242 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182744 | 0.090742 | 0.203543 | 0.644165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.257124 | -0.121117 | 0.212888 | 0.970855 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.119557 | -0.309136 | -0.025747 | 1.228489 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.328985 | 0.129902 | -0.13987 | 1.10229 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.01035 | 0.077721 | -0.086603 | 0.758299 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.36364 | -0.106579 | 0.050093 | 1.195713 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.099445 | -0.315515 | -0.065557 | 1.221389 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.419232 | -0.021813 | 0.228954 | 1.017596 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292616 | -0.006727 | 0.193188 | 0.890162 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238652 | -0.251912 | 0.087232 | 1.178134 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.181372 | -0.029014 | 0.172249 | 0.838147 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105765 | -0.30148 | -0.196953 | 1.395227 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.025216 | -0.462728 | -0.113462 | 1.381749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.308304 | -0.126723 | 0.190188 | 0.987608 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.344249 | 0.061455 | 0.182717 | 0.994531 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199251 | -0.185981 | 0.092839 | 1.048883 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252051 | -0.05011 | 0.101883 | 1.003803 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.16446 | -0.284137 | -0.068876 | 1.278295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.204937 | -0.380528 | 0.019463 | 1.345969 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.343095 | -0.038554 | 0.217235 | 0.99125 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.241193 | -0.245492 | 0.11337 | 1.17711 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.248867 | -0.098991 | 0.163107 | 1.019126 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252463 | 0.072253 | 0.236463 | 0.828416 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.341763 | -0.046508 | 0.13377 | 1.025692 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.381109 | 0.091153 | 0.109703 | 1.079319 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.28651 | 0.130205 | 0.109519 | 0.796932 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.298127 | 0.043416 | 0.051988 | 1.002375 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.284568 | 0.019967 | 0.261233 | 0.836777 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.210313 | -0.307867 | 0.028054 | 1.279065 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.300409 | 0.006374 | 0.2769 | 0.809055 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.384802 | -0.088064 | 0.261394 | 0.946603 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.373491 | 0.162413 | 0.186103 | 0.791302 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.366638 | -0.039294 | 0.235273 | 1.052565 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.201502 | 0.023183 | 0.230263 | 0.780409 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.22559 | -0.016295 | 0.055042 | 0.911676 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.456498 | 0.057817 | 0.224015 | 1.000586 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238037 | -0.033202 | 0.208707 | 0.929283 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.271813 | -0.005462 | 0.106052 | 0.971079 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178554 | -0.001847 | 0.213055 | 0.702321 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.212997 | -0.112589 | 0.023436 | 1.020662 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.387925 | 0.21667 | 0.059598 | 0.887138 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.317631 | -0.084351 | 0.218511 | 0.937152 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.28371 | 0.045884 | 0.090438 | 0.910256 |
| 1 | 2 | 3 | 4 | |
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|---|---|---|---|---|
| Weights | -0.355192 | 0.014914 | 0.21786 | 0.968757 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.284013 | -0.274209 | 0.177119 | 1.242664 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.317372 | 0.026868 | 0.025922 | 1.139261 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.42993 | 0.080353 | 0.219554 | 1.013386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.3193 | 0.011472 | 0.267789 | 0.794801 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.248701 | 0.102836 | 0.170396 | 0.76822 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093803 | 0.164186 | 0.178914 | 0.647558 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.268902 | 0.00778 | 0.113698 | 0.957264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.291512 | 0.161753 | 0.196317 | 0.784716 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.483102 | 0.214133 | 0.207392 | 0.865402 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.244844 | 0.194679 | 0.045216 | 0.772461 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267968 | 0.041282 | 0.19763 | 0.881273 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.273125 | -0.205822 | 0.051115 | 1.198421 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195777 | -0.316761 | 0.040009 | 1.269182 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152628 | 0.037618 | 0.17974 | 0.816226 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.25994 | -0.353857 | 0.134628 | 1.298769 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.379355 | -0.218883 | 0.172915 | 1.019266 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.309331 | -0.019637 | 0.274401 | 0.685174 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112013 | -0.564886 | -0.040795 | 1.346625 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.136973 | -0.446906 | 0.450335 | 0.795137 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.284365 | -0.037066 | 0.432129 | 0.744525 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135418 | -0.412924 | 0.026665 | 1.116215 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.212441 | -0.393649 | 0.462632 | 0.902334 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.401291 | -0.210915 | 0.034957 | 1.221672 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.223667 | -0.345208 | 0.057761 | 1.184361 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.048653 | -0.429763 | -0.375076 | 1.491385 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182733 | -0.436785 | 0.435821 | 0.784886 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.20666 | -0.151574 | 0.269466 | 0.791399 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.238453 | -0.191824 | 0.47158 | 0.308876 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105226 | -0.361327 | 0.423297 | 0.828198 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.265602 | -0.208612 | 0.429801 | 0.83796 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.270306 | -0.331661 | 0.21867 | 1.034463 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.254002 | -0.258114 | 0.232675 | 0.977915 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.277766 | -0.059689 | 0.353536 | 0.684367 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.467659 | -0.116672 | 0.329319 | 0.99664 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002999 | -0.585732 | 0.109958 | 1.115841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.213072 | -0.356916 | 0.114401 | 1.10827 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287324 | -0.319525 | 0.231061 | 0.994411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.154573 | -0.410896 | -0.079425 | 1.225676 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.250832 | -0.261588 | -0.281577 | 1.484513 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.295257 | -0.38832 | 0.623215 | 0.826126 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.379199 | -0.255199 | 0.589926 | 0.820402 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.459777 | -0.126501 | 0.29602 | 1.083051 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.192267 | -0.234435 | 0.498029 | 0.705785 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.294337 | -0.186578 | 0.378377 | 0.732568 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009881 | -0.446113 | 0.385772 | 0.787508 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199176 | -0.648254 | 0.3671 | 1.253206 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009321 | -0.648682 | 0.021066 | 1.251906 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.362568 | -0.271195 | 0.334417 | 0.9634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.226872 | -0.35228 | 0.372293 | 0.943607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307217 | 0.029351 | 0.489212 | 0.470013 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.33482 | -0.24333 | 0.521773 | 0.865389 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.297499 | -0.079227 | 0.30549 | 0.755478 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224078 | -0.237844 | 0.208089 | 0.855365 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146253 | -0.516755 | 0.395467 | 1.045692 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.278345 | -0.54565 | 0.393498 | 1.16129 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.288745 | -0.069771 | 0.470724 | 0.702095 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.255473 | -0.000408 | 0.179127 | 0.345851 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.41016 | -0.112549 | 0.388726 | 0.876644 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.335795 | -0.165491 | 0.232106 | 0.904538 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.321665 | -0.222392 | 0.262663 | 1.003742 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.184253 | -0.930151 | -0.011889 | 1.419824 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.202172 | -0.125167 | 0.234621 | 0.786443 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142316 | -0.412672 | 0.113582 | 1.206302 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.310535 | -0.430917 | 0.259124 | 1.158027 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.198384 | 0.014462 | 0.5781 | 0.431221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.325585 | -0.27798 | 0.261133 | 1.042696 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.200163 | -0.247015 | 0.388025 | 0.748434 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.281837 | -0.09755 | 0.21836 | 0.950097 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.301694 | -0.330182 | 0.513909 | 0.881833 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.338751 | -0.059502 | 0.262266 | 0.828337 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.241918 | 0.063272 | 0.306753 | 0.531337 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.387473 | -0.299008 | 0.13759 | 1.27339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.128255 | -0.034384 | 0.320054 | 0.548278 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.0021 | -0.383012 | -0.257648 | 1.252369 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252706 | -0.158346 | 0.338112 | 0.805638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.401402 | -0.246188 | 0.306709 | 1.034492 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.264235 | 0.110017 | 0.377544 | 0.513457 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134707 | -0.118544 | 0.574538 | 0.503493 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.442585 | -0.145515 | 0.356509 | 0.925258 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.027558 | 0.028845 | 0.212368 | 0.519962 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1488 | -0.44385 | -0.059925 | 1.274627 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.288733 | -0.282005 | 0.1956 | 0.965733 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.270629 | -0.380719 | -0.131314 | 1.463564 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.335149 | -0.023864 | 0.421246 | 0.671184 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.045425 | -0.507766 | -0.263808 | 1.306446 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.323131 | -0.057991 | 0.308032 | 0.766509 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.35274 | -0.434928 | 0.437589 | 1.040671 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.266444 | -0.182446 | -0.006163 | 1.128975 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.286268 | -0.197078 | 0.255567 | 0.787334 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.148924 | -0.062195 | 0.369682 | 0.650088 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093882 | 0.05446 | 0.417393 | 0.169261 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287813 | -0.558613 | 0.735586 | 0.893861 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.483969 | -0.274966 | 0.349436 | 1.174413 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.247477 | -0.39713 | 0.085933 | 1.206136 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.116801 | -0.124561 | 0.295179 | 0.593573 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.275694 | -0.241536 | 0.233075 | 0.97763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.022154 | -0.700763 | 0.184392 | 1.131441 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.229062 | -0.226789 | 0.040409 | 1.049592 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.045978 | -0.021119 | 0.062639 | 0.587723 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.350011 | -0.358051 | 0.086931 | 1.261527 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.067384 | -0.503188 | 0.019911 | 1.130909 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.438095 | -0.244262 | 0.287996 | 1.096144 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233048 | -0.253426 | 0.271788 | 0.883895 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.186869 | -0.504643 | 0.14315 | 1.186286 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151632 | -0.219963 | 0.329635 | 0.734695 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021602 | -0.606244 | -0.101727 | 1.385869 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.164663 | -0.872999 | -0.01058 | 1.362165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.317806 | -0.287287 | 0.204132 | 0.997028 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.348614 | -0.260575 | 0.469192 | 0.97033 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.127979 | -0.452669 | 0.241868 | 0.956476 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.209165 | -0.330885 | 0.301606 | 0.931202 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054294 | -0.562205 | -0.076099 | 1.309541 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11735 | -0.666485 | -0.0364 | 1.465391 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287833 | -0.43671 | 0.531337 | 0.915628 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152251 | -0.697623 | 0.469359 | 1.059211 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.193076 | -0.449089 | 0.472782 | 0.902657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.216212 | -0.259076 | 0.577782 | 0.719729 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.356814 | -0.216925 | 0.147676 | 1.064469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.38579 | -0.317918 | 0.523964 | 1.016805 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.263877 | -0.116588 | 0.253079 | 0.752863 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.227804 | -0.215544 | 0.121502 | 1.013089 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.360739 | -0.071603 | 0.302963 | 0.889368 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157791 | -0.527409 | -0.014813 | 1.35925 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.24624 | -0.258019 | 0.409922 | 0.775801 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.389808 | -0.285398 | 0.271827 | 0.987854 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.400607 | -0.060893 | 0.270417 | 0.833926 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.351457 | -0.506126 | 0.714542 | 0.948354 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141505 | -0.221319 | 0.424469 | 0.68205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098941 | -0.311028 | 0.162804 | 0.838233 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.549896 | -0.113467 | 0.298834 | 1.084864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.251078 | -0.206249 | 0.342076 | 0.905856 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.281888 | -0.208303 | 0.251882 | 0.927124 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156744 | -0.131327 | 0.255021 | 0.64325 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.149715 | -0.353383 | 0.135594 | 0.932657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.305649 | -0.34161 | 0.57329 | 0.720976 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.347879 | -0.179539 | 0.147085 | 0.998085 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194986 | -0.311796 | 0.328425 | 0.815435 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231604 | -0.543735 | 0.404727 | 1.071711 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.405961 | 0.002437 | 0.554546 | 0.701884 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214773 | -0.312888 | 0.234864 | 1.016297 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.392166 | -0.096851 | 0.424645 | 0.912191 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.247293 | -0.407824 | 0.532859 | 0.903379 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.373295 | -0.494832 | 0.75172 | 0.900641 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163769 | -0.505771 | 0.340142 | 0.985533 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.107812 | -0.039679 | 0.480944 | 0.463945 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.330253 | -0.294143 | 0.169753 | 1.104247 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.462905 | -0.386272 | 0.503093 | 1.057055 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.442343 | -0.064524 | 0.185377 | 1.016624 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049221 | -0.476206 | 0.467929 | 0.820444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.324191 | -0.128999 | 0.215914 | 1.111754 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061439 | -0.669397 | 0.025839 | 1.316056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.417207 | -0.18767 | 0.478032 | 0.964637 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.075154 | -0.119104 | 0.316175 | 0.636057 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174648 | -0.187114 | 0.289099 | 0.84508 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123552 | -0.547432 | -0.087647 | 1.384802 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.477944 | -0.173998 | 0.420561 | 0.986386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.24988 | -0.392278 | 0.26101 | 0.99727 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.220774 | -0.336304 | 0.084256 | 1.126207 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.20893 | -0.250211 | 0.447924 | 0.680737 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307486 | -0.06494 | 0.205528 | 0.882588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183475 | -0.396901 | 0.304654 | 1.059244 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.481649 | -0.064502 | 0.038993 | 1.17836 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.262941 | -0.496865 | 0.569098 | 0.906375 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.389524 | -0.279133 | 0.224981 | 1.156324 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173981 | -0.371672 | 0.160634 | 1.071978 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224187 | -0.308707 | 0.585705 | 0.597302 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.470314 | -0.18731 | 0.390203 | 1.01514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.423362 | -0.148962 | 0.34336 | 0.937368 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.128767 | -0.16528 | 0.296813 | 0.695651 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267184 | -0.111213 | 0.425962 | 0.761968 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.060876 | -0.564037 | -0.228925 | 1.46982 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159527 | -0.264418 | 0.131337 | 0.918806 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.407952 | -0.017173 | 0.248159 | 0.976508 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.404706 | -0.269571 | 0.657336 | 0.83583 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.16237 | -0.495143 | 0.237402 | 1.118951 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.35821 | -0.11235 | 0.214534 | 1.005159 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.329706 | -0.246039 | 0.248703 | 1.023898 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292451 | -0.287336 | 0.565972 | 0.797572 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252685 | -0.2633 | 0.202121 | 1.050374 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.344312 | -0.154743 | 0.49936 | 0.834996 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.349795 | -0.125874 | 0.385354 | 0.810479 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.32653 | -0.293599 | 0.235734 | 1.165988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.169166 | -0.295351 | 0.191864 | 0.955434 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.402004 | -0.265376 | 0.209544 | 1.118263 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.278935 | -0.462395 | 0.090547 | 1.346575 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287345 | -0.341818 | 0.079654 | 1.206001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.208184 | -0.507713 | 0.030626 | 1.37211 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.308807 | -0.243886 | 0.240856 | 0.910753 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134498 | -0.477486 | -0.3421 | 1.657039 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.305066 | -0.208985 | 0.408792 | 0.822918 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.23598 | -0.400805 | 0.166691 | 1.178886 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.196034 | -0.414835 | 0.380968 | 1.046619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.272727 | -0.463843 | 0.167036 | 1.203568 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.384922 | 0.53426 | -0.194275 | 0.546636 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.246328 | -0.335836 | 0.209682 | 0.963377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233771 | -0.455357 | 0.844881 | 0.611192 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.138802 | -0.502138 | 0.087775 | 1.178103 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331226 | -0.176285 | 0.468107 | 0.844997 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.05658 | 0.196579 | 0.150372 | 0.149695 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.209242 | -0.383557 | 0.422446 | 0.80736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.305417 | -0.482934 | 0.025658 | 1.537494 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.285847 | -0.252535 | 0.269132 | 0.974793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140517 | -0.500839 | 0.36321 | 0.956759 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.386362 | -0.027683 | 0.313217 | 0.759026 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.399091 | -0.289851 | 0.152454 | 1.230972 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.364268 | -0.21565 | 0.281802 | 1.139953 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.283932 | -0.118124 | 0.205201 | 0.819525 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.301173 | -0.111799 | 0.158968 | 0.86582 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.291354 | -0.303092 | 0.376111 | 1.060985 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.209528 | -0.411864 | 0.455952 | 0.889526 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.320497 | -0.315252 | 0.369033 | 0.951225 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.192265 | -0.41732 | 0.159841 | 1.060389 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214307 | 0.119716 | 0.210401 | 0.455082 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.253083 | -0.384596 | 0.091136 | 1.25412 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168493 | -0.423306 | 0.314034 | 1.037056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.483773 | -0.450625 | 0.751503 | 0.994993 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.24443 | -0.313172 | -0.025047 | 1.219647 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.369919 | -0.325235 | 0.586627 | 0.862918 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.499658 | -0.356779 | 0.723247 | 0.901431 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.201958 | -0.399761 | 0.148139 | 1.084196 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.189983 | 0.017941 | 0.200089 | 0.569684 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.302428 | -0.261698 | 0.666231 | 0.674165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.268833 | -0.414561 | 0.383689 | 0.917059 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.340076 | -0.263549 | 0.235222 | 1.06374 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142347 | 0.01027 | 0.629497 | 0.333562 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.425921 | -0.4982 | 0.792534 | 0.916775 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.352318 | -0.382786 | 0.569974 | 0.87309 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.297993 | -0.396728 | 0.223348 | 1.19702 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115604 | -0.188932 | 0.243138 | 0.780428 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.220614 | -0.391326 | 0.502039 | 0.826828 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.192755 | 0.062281 | 0.276211 | 0.492865 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.258467 | -0.215957 | 0.435119 | 0.868616 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.415455 | -0.437208 | 0.576848 | 1.025479 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.305563 | -0.397887 | -0.017008 | 1.393253 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.221244 | -0.606035 | 0.480822 | 1.006048 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.406876 | -0.167624 | 0.280095 | 1.07165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.385085 | -0.215229 | 0.179403 | 1.103543 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.258612 | -0.563808 | 0.6226 | 0.972919 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044896 | -0.00755 | 0.144458 | 0.563405 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17623 | -0.105319 | 0.495816 | 0.594864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.341526 | -0.211113 | 0.163501 | 1.020821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.396138 | -0.422144 | 0.693231 | 0.907303 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.436209 | -0.229906 | 0.29889 | 1.070654 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.425194 | -0.242393 | 0.218279 | 1.161766 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.25042 | -0.201744 | 0.3953 | 0.871436 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.313203 | -0.38596 | 0.159189 | 1.155589 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307198 | -0.216824 | 0.42368 | 0.880332 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.128408 | -0.233745 | 0.011907 | 0.901633 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.222449 | -0.163507 | 0.340676 | 0.633698 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.397358 | -0.424264 | 0.349527 | 1.1849 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.230079 | -0.3565 | 0.652927 | 0.677403 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.333125 | -0.07081 | 0.239234 | 0.926992 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159105 | -0.500936 | 0.001156 | 1.335697 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.326145 | -0.151237 | 0.126676 | 1.015599 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.343017 | -0.32261 | 0.382384 | 0.9664 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267585 | -0.320655 | 0.275284 | 0.976641 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.444507 | -0.133706 | 0.340078 | 0.973145 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.218814 | -0.028219 | 0.58596 | 0.488362 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.230046 | -0.34862 | 0.295482 | 0.867767 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140476 | -0.345739 | 0.352178 | 0.884664 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.3604 | -0.095626 | 0.421051 | 0.823387 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.226886 | -0.349625 | 0.245901 | 1.091963 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.266267 | -0.560865 | 0.533613 | 1.105662 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.272415 | -0.327591 | 0.266846 | 1.023127 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034392 | -0.622597 | 0.306914 | 0.998252 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255871 | -0.360781 | 0.006489 | 1.265798 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.311355 | -0.158613 | 0.328711 | 0.88631 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063316 | 0.096428 | 0.173931 | 0.603593 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.362987 | -0.155953 | 0.233643 | 0.959834 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.389928 | -0.287074 | 0.233789 | 1.124915 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.218199 | -0.056231 | 0.357046 | 0.781987 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.008666 | -0.671704 | 0.007991 | 1.3049 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.408492 | -0.142974 | 0.522547 | 0.753413 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.471443 | -0.366503 | 0.82166 | 0.856299 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.001295 | -0.56696 | -0.135563 | 1.311509 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.153526 | -0.137747 | 0.273885 | 0.687672 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.326591 | -0.513145 | 0.622345 | 0.984187 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.235286 | 0.033129 | 0.252424 | 0.543736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113653 | -0.611507 | 0.293029 | 1.11386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.257053 | -0.289395 | 0.098859 | 1.097715 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233754 | -0.324827 | 0.436375 | 0.778056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.328248 | -0.471494 | 0.660467 | 0.909678 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267695 | -0.352097 | 0.046883 | 1.216412 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.490195 | -0.132453 | 0.316883 | 1.065899 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.412128 | -0.289355 | 0.3029 | 1.113957 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.020226 | -0.710989 | 0.123303 | 1.258105 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.121498 | -0.474324 | -0.066969 | 1.305298 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.213562 | -0.202954 | 0.179175 | 0.931203 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.288584 | -0.307067 | 0.317357 | 0.9268 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.188527 | -0.541041 | 0.354246 | 1.000752 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.220544 | -0.457773 | 0.132377 | 1.225364 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.326232 | -0.172649 | 0.065289 | 1.161258 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183727 | -0.107535 | 0.346917 | 0.872906 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.337306 | -0.255787 | 0.496169 | 0.969795 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.162521 | -0.074163 | 0.255323 | 0.679253 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182301 | -0.187772 | 0.376003 | 0.649638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.283249 | -0.246963 | 0.091311 | 1.095065 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.326648 | -0.383269 | 0.034025 | 1.36689 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.286881 | -0.649273 | 0.565654 | 1.159305 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151555 | -0.077965 | 0.189109 | 0.640424 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.345198 | -0.335342 | 0.522883 | 0.917308 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.276172 | -0.481722 | 0.170831 | 1.361166 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.311774 | -0.19915 | 0.127933 | 1.181758 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.351337 | -0.513135 | 0.756235 | 0.919918 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.436051 | -0.14029 | 0.44403 | 0.741199 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.273885 | -0.046597 | 0.233304 | 0.776131 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06122 | -0.010209 | 0.306489 | 0.617824 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.219005 | -0.282158 | 0.309851 | 0.893353 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.354909 | -0.151588 | 0.592911 | 0.676864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.558494 | -0.043924 | 0.360772 | 0.930457 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.265647 | -0.015885 | 0.233015 | 0.700081 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.13809 | -0.348905 | 0.431867 | 0.832746 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.179012 | -0.591771 | 0.224464 | 1.177661 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176649 | -0.495329 | 0.017732 | 1.326113 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126417 | -0.142127 | 0.337277 | 0.7505 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.223278 | -0.660143 | 0.214303 | 1.369581 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.367258 | -0.298068 | 0.118005 | 0.984536 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238984 | -0.124473 | 0.103913 | 0.772209 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.050958 | -0.581434 | -0.302964 | 1.423858 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.239739 | -0.219281 | 0.090356 | 0.912073 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.241471 | -0.09563 | 0.125355 | 1.02136 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118661 | -0.328303 | -0.273013 | 1.169345 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.289067 | -0.184103 | 0.063275 | 1.07698 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.312957 | -0.390497 | -0.079878 | 1.289882 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.210798 | -0.280523 | -0.249196 | 1.289689 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| Weights | -0.170002 | -0.576598 | -0.093961 | 1.398216 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.252166 | -0.27876 | -0.027946 | 1.021814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144706 | -0.520075 | -0.451069 | 1.68384 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292685 | -0.208789 | 0.095424 | 1.031332 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176813 | -0.425685 | -0.07169 | 1.270562 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.225789 | -0.287407 | -0.007185 | 1.26664 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.26626 | -0.486279 | 0.002721 | 1.238835 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.429989 | 0.144112 | 0.223623 | 0.460874 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.223262 | -0.372198 | 0.120313 | 0.921667 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231877 | -0.308065 | 0.143159 | 1.091798 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.149466 | -0.433773 | -0.119208 | 1.17997 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.391847 | -0.128953 | 0.199535 | 1.053434 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.029267 | 0.053253 | 0.199685 | 0.235743 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190033 | -0.29355 | -0.003103 | 1.005489 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.179467 | -0.673864 | -0.309696 | 1.846925 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.27626 | -0.250135 | 0.040335 | 1.081207 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159907 | -0.376315 | 0.001731 | 1.100112 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.31105 | -0.137044 | 0.030231 | 0.962901 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.356102 | -0.399541 | 0.010562 | 1.316053 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.405486 | -0.237289 | 0.123835 | 1.296129 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.229311 | -0.153109 | -0.017712 | 0.904762 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.272538 | -0.202073 | 0.100517 | 0.848761 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331104 | -0.217083 | 0.058276 | 1.272358 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.206314 | -0.332562 | 0.049634 | 1.118021 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.332384 | -0.255239 | 0.053193 | 1.102343 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.188115 | -0.357511 | -0.061577 | 1.0715 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.260391 | -0.015068 | 0.233146 | 0.520979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.256633 | -0.398403 | -0.085763 | 1.329264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194891 | -0.321688 | 0.047445 | 1.135641 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.436569 | -0.429035 | 0.082711 | 1.52536 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.162813 | -0.369496 | -0.273355 | 1.314074 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.398874 | -0.320414 | 0.249782 | 1.131594 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.462014 | -0.403753 | 0.216654 | 1.334035 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.18981 | -0.379547 | -0.02882 | 1.090872 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.186325 | -0.07971 | 0.178652 | 0.557234 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.295917 | -0.181266 | 0.096725 | 1.0853 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307834 | -0.32414 | 0.145915 | 0.957835 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.284321 | -0.331359 | 0.011331 | 1.184446 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15117 | 0.02876 | 0.06178 | 0.844824 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331243 | -0.541207 | 0.165093 | 1.418255 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.314553 | -0.351133 | 0.085089 | 1.186322 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.201828 | -0.466763 | -0.130565 | 1.421952 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.160122 | -0.067523 | -0.035453 | 0.891982 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.242202 | -0.280966 | 0.063933 | 1.080952 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134322 | -0.032171 | 0.104604 | 0.598223 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.378768 | -0.075947 | 0.152636 | 1.066866 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.429981 | -0.40026 | 0.148677 | 1.334206 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.2505 | -0.523419 | -0.164244 | 1.477005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.216871 | -0.472101 | -0.037819 | 1.266283 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.405796 | -0.220811 | 0.081911 | 1.235288 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.349022 | -0.287218 | -0.004756 | 1.205336 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.237578 | -0.453518 | 0.049684 | 1.333969 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080173 | 0.017702 | 0.087877 | 0.532185 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233133 | -0.03499 | 0.128556 | 0.887071 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.333636 | -0.226801 | -0.043511 | 1.097973 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292408 | -0.424089 | 0.043035 | 1.383175 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.449906 | -0.235526 | 0.047864 | 1.22181 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.423416 | -0.344598 | 0.151941 | 1.208705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.329438 | -0.112035 | 0.127353 | 1.057383 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.25241 | -0.483346 | -0.003837 | 1.210313 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.351271 | -0.172316 | 0.162273 | 1.056534 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.130082 | -0.2309 | -0.078298 | 0.842488 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176323 | -0.159909 | 0.011229 | 0.796826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.487049 | -0.386883 | 0.196998 | 1.26608 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185651 | -0.305635 | 0.15844 | 0.99877 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.361647 | -0.091857 | 0.12062 | 1.0117 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098267 | -0.565421 | -0.199299 | 1.413273 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.330497 | -0.193788 | 0.004629 | 1.056931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.334639 | -0.260783 | -0.06296 | 1.22818 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287108 | -0.280461 | 0.077396 | 1.028166 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.481459 | -0.17678 | 0.193579 | 1.103477 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.236711 | -0.02284 | 0.095972 | 0.939408 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161807 | -0.263496 | -0.173873 | 1.053658 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194682 | -0.222465 | 0.100667 | 0.977854 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.363954 | -0.100862 | 0.106598 | 1.071701 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.245373 | -0.299881 | -0.025428 | 1.243773 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.377757 | -0.345721 | 0.055092 | 1.403795 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.277474 | -0.313353 | 0.107057 | 1.052069 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071705 | -0.382327 | -0.146563 | 1.123864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178345 | -0.457407 | -0.146279 | 1.304785 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267859 | -0.207242 | 0.087473 | 1.045871 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100429 | 0.072777 | 0.13772 | 0.641883 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.358158 | -0.222896 | 0.141363 | 0.993853 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.365784 | -0.373094 | 0.111998 | 1.18565 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.308799 | -0.014994 | 0.237858 | 0.901624 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030329 | -0.476631 | -0.372476 | 1.388301 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.321788 | -0.171022 | 0.019501 | 1.106834 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.429262 | -0.357679 | 0.168667 | 1.402751 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042545 | -0.44125 | -0.334871 | 1.272448 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.198771 | -0.077394 | 0.131379 | 0.706697 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.380331 | -0.393884 | 0.167093 | 1.283947 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228139 | -0.07579 | 0.140962 | 0.643585 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059683 | -0.504606 | -0.214481 | 1.34711 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.245329 | -0.301082 | -0.058451 | 1.122103 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.283 | -0.198123 | 0.064879 | 0.952468 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.312947 | -0.393224 | 0.129618 | 1.265117 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.243751 | -0.366383 | -0.176222 | 1.292383 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.523145 | -0.19018 | 0.145578 | 1.228956 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.328134 | -0.314985 | -0.182132 | 1.439225 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033613 | -0.561027 | -0.262222 | 1.370064 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030224 | -0.475836 | -0.410859 | 1.428282 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.205613 | -0.128413 | -0.060502 | 0.977563 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.318343 | -0.236131 | 0.063089 | 1.010486 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.232561 | -0.36047 | -0.037483 | 1.116213 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233069 | -0.415947 | -0.111197 | 1.312369 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.298816 | -0.282989 | -0.013754 | 1.214967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238994 | -0.046934 | 0.230338 | 0.958454 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.415027 | -0.194347 | 0.202808 | 1.233091 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.099569 | -0.118422 | 0.102745 | 0.729887 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.189505 | -0.13685 | 0.041396 | 0.840618 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.242103 | -0.31126 | -0.070258 | 1.149838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.293747 | -0.496178 | -0.066736 | 1.419591 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197408 | -0.658362 | 0.006112 | 1.560772 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195972 | 0.026407 | 0.120602 | 0.512136 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.423474 | -0.246574 | 0.181731 | 1.155382 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.281971 | -0.514091 | -0.002181 | 1.475532 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.371849 | -0.139629 | -0.095299 | 1.321674 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.315288 | -0.433173 | 0.0946 | 1.399501 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.315263 | -0.332764 | 0.230147 | 0.899266 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.222477 | -0.115676 | 0.077364 | 0.845741 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161349 | 0.088521 | 0.145707 | 0.732345 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217616 | -0.222506 | 0.002339 | 1.034525 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.382169 | -0.185081 | 0.251786 | 0.995707 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.543773 | -0.136315 | 0.106588 | 1.14705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17219 | -0.116277 | 0.010935 | 0.827411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199638 | -0.158019 | 0.047707 | 1.012058 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171967 | -0.498114 | -0.170675 | 1.332967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.120457 | -0.560214 | -0.160542 | 1.384227 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145112 | -0.096661 | 0.143077 | 0.857995 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.212163 | -0.669942 | -0.069897 | 1.52772 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.962349 | 0.928844 | 0.874857 | 0.814177 |
| RMSE | 70.726932 | 97.747881 | 130.354863 | 159.746639 |
| MSE | 5002.298976 | 9554.648148 | 16992.390247 | 25518.988652 |
| MAE | 0.352292 | 0.488578 | 0.615579 | 0.736701 |
| MAPE | 35.229176 | 48.857792 | 61.557867 | 73.670140 |
| MPE | -19.865985 | -30.286623 | -39.843389 | -49.336384 |
CPU times: user 59.3 s, sys: 1.36 s, total: 1min Wall time: 1min
plot_diff_along_time_per_t(X_test, art_preds_s)
j, s = 2, 100
plot_bispecific(X_test, baseline_preds, art_preds, art_preds_s, order, limit_t, j, s)
plot_qualitative_analysis(art_preds, X_test, limit_t, order, subway_stations, del_hours)
plot_qualitative_analysis(art_preds_s, X_test, limit_t, order, subway_stations, del_hours)
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 'None'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(art_scores).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per t")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="General baseline")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of General baseline and AR model, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 's'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(art_scores_s).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per station per t")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="Baseline per station")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(16, 6))
ax.set_prop_cycle(color=['crimson', 'teal', 'b', 'darkgoldenrod'])
x = range(1, limit_t+1)
baseline_scores = df_baseline_scores.loc['RMSE'].values.repeat(limit_t).reshape(-1, limit_t).T
model_scores = np.vstack((np.array(art_scores).T[1], np.array(art_scores_s).T[1])).T
baselineObjects = plt.plot(x, baseline_scores, linewidth=3)
labels = ["General baseline", "Baseline per station", "AR per t", "AR per station per t"]
arlineObjects = plt.plot(x, model_scores, linewidth=3)
# ['D', '*', '|', 'X']
# labels = ["Full baseline", "Baseline per station", "Baseline per day",
# "Baseline per station and day", "Full AR", "AR per station"]
for i, m in zip(range(4), ['D', '*']):
ax = plt.scatter(x, baseline_scores[:, i], marker=m, s=100)
for i, m in zip(range(2), ['D', '*']):
ax = plt.scatter(x, model_scores[:, i], marker=m, s=100)
plt.legend(baselineObjects+arlineObjects, labels, prop={'size': 15})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
def baseline_sub(X, baseline):
return X.apply(lambda x: x - baseline.iloc[0], axis=(1, 2))
def baseline_add(X, baseline):
return X.apply(lambda x: x + baseline.iloc[0], axis=(1, 2))
order, limit_t = 4, 4
# Minus Baseline per station
Xb_train = baseline_sub(X_train, baseline_preds[1])
Xb_test = baseline_sub(X_test, baseline_preds[1])
# Minus Baseline per station
Xb_train_s = baseline_sub(X_train, baseline_preds[1])
Xb_test_s = baseline_sub(X_test, baseline_preds[1])
Xb_min_max_s = Xb_train_s.apply(lambda x: (x.min().min(), x.max().max()), axis=(0, 2))
Xbn_train_s = Xb_train_s.apply(lambda x: a + ((x - x.min().min()) * (b - a)) / (x.max().max() - x.min().min()),
axis=(0, 2)).transpose(2, 0, 1)
# Normalize Xb_test
Xbn_test_s = pd.Panel(np.array(list(map(lambda station_id: normalize(
Xb_test_s, Xb_min_max_s, station_id, a=a, b=b),
Xb_test_s.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(Xb_test_s.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
# Denormalize Xb_test
Xbdn_test_s = pd.Panel(np.array(list(map(lambda station_id: denormalize(
Xbn_test_s, Xb_min_max_s, station_id, a=a, b=b),
Xb_test_s.transpose(1, 0, 2)))).transpose(2, 0, 1),
items=list(Xb_test_s.items),
major_axis=subway_stations,
minor_axis=generate_times("15min")[(del_hours * 4):])
%%time
artb_preds, artb_scores = art_plot_results(None, order=order, limit_t=limit_t, X_train=Xbn_train_s,
X_test=Xbn_test_s, X_min_max=Xb_min_max_s, a=a, b=b)
for t in range(limit_t):
artb_preds[t] = baseline_add(artb_preds[t], baseline_preds[1])
Predicting... Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02997 | -0.007437 | 0.287751 | 0.695926 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152397 | 0.056112 | 0.229684 | 0.768109 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.132739 | -0.083579 | 0.309297 | 0.760745 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123808 | -0.07186 | 0.165967 | 0.836236 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 8.459523e-01 | 7.619975e-01 | 6.396674e-01 | 5.087204e-01 |
| RMSE | 5.721493e+01 | 7.158484e+01 | 8.866352e+01 | 1.042114e+02 |
| MSE | 3.273548e+03 | 5.124389e+03 | 7.861220e+03 | 1.086001e+04 |
| MAE | -2.346982e+10 | -2.762460e+10 | -3.807056e+10 | -4.962539e+10 |
| MAPE | -2.346982e+12 | -2.762460e+12 | -3.807056e+12 | -4.962539e+12 |
| MPE | 1.559500e+12 | 2.298167e+12 | 2.731662e+12 | 2.367798e+12 |
CPU times: user 7.96 s, sys: 5.17 s, total: 13.1 s Wall time: 13.3 s
plot_diff_along_time(X_test, artb_preds)
%%time
artb_preds_s, artb_scores_s = art_plot_results("s", order, limit_t,
X_train=Xbn_train_s,
X_test=Xbn_test_s,
X_min_max=Xb_min_max_s, a=a, b=b)
for t in range(limit_t):
artb_preds_s[t] = baseline_add(artb_preds_s[t], baseline_preds[1])
Predicting... Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151558 | 0.102607 | 0.322026 | 0.601723 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.041706 | 0.073316 | 0.191044 | 0.529377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135022 | -0.130593 | 0.250507 | 0.90533 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031072 | -0.044133 | 0.389985 | 0.573815 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.142115 | 0.090334 | 0.160761 | 0.562643 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.110814 | -0.059495 | 0.192758 | 0.865118 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.028911 | 0.042138 | 0.312355 | 0.600317 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161928 | -0.029374 | 0.258065 | 0.82988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133476 | -0.039783 | 0.206957 | 0.87954 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.082662 | -0.161168 | 0.109018 | 1.038095 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081539 | -0.122675 | 0.520434 | 0.556939 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.008419 | 0.023854 | 0.23796 | 0.616796 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.330964 | -0.107073 | 0.289914 | 0.401104 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.030721 | -0.036177 | 0.370298 | 0.566179 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.028146 | -0.042285 | 0.246306 | 0.710248 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065209 | -0.070725 | 0.198175 | 0.844521 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064546 | 0.00717 | 0.237114 | 0.734168 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.060565 | 0.15032 | 0.233907 | 0.438679 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074263 | 0.051188 | 0.314403 | 0.625617 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042034 | -0.192672 | 0.257845 | 0.878572 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.127013 | -0.018267 | 0.273906 | 0.765638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114608 | -0.058098 | 0.278996 | 0.774814 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123301 | -0.128929 | 0.234812 | 0.900728 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174497 | 0.049936 | 0.039826 | 1.01033 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.006991 | -0.06234 | 0.357582 | 0.636177 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.073911 | -0.02157 | 0.273259 | 0.587016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105408 | 0.115143 | 0.31034 | 0.572212 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.064441 | -0.022938 | 0.331934 | 0.54844 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.0006 | 0.021808 | 0.285301 | 0.566521 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.09071 | -0.205097 | 0.288281 | 0.744782 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123155 | -0.144028 | 0.388214 | 0.8205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077814 | -0.141947 | 0.209549 | 0.908939 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033857 | -0.021773 | 0.21141 | 0.750786 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021585 | -0.094092 | 0.285667 | 0.746826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.232502 | 0.103579 | 0.068336 | 0.484251 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.034626 | -0.059489 | 0.310781 | 0.653544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024371 | 0.091974 | 0.170086 | 0.609767 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055857 | 0.012771 | 0.238266 | 0.6705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.025987 | -0.138191 | 0.244551 | 0.854979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087056 | -0.183707 | 0.337376 | 0.867254 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.163586 | 0.129079 | 0.230739 | 0.34979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.142299 | 0.10757 | 0.043735 | 0.590122 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000269 | 0.154696 | 0.240995 | 0.520317 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.038769 | 0.035733 | 0.217108 | 0.662544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073953 | 0.019322 | 0.30043 | 0.666164 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064199 | -0.304735 | 0.339604 | 0.931938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009867 | 0.033798 | 0.205712 | 0.666018 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115888 | -0.042485 | 0.228415 | 0.859431 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103669 | -0.086075 | 0.409039 | 0.695837 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.279947 | 0.1414 | 0.120786 | 0.378696 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056807 | -0.076467 | 0.151931 | 0.913383 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024659 | 0.052972 | 0.301532 | 0.496113 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044313 | 0.03778 | 0.28864 | 0.64172 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.038347 | -0.174266 | 0.255993 | 0.817104 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.066896 | 0.222874 | 0.372744 | 0.342339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.146284 | 0.231238 | 0.068217 | 0.409804 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170109 | -0.0242 | 0.248691 | 0.864876 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.131925 | -0.012648 | 0.170191 | 0.596569 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.01406 | -0.227056 | 0.194473 | 0.92864 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.019684 | 0.026681 | 0.265989 | 0.588421 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086181 | -0.052615 | 0.175391 | 0.880703 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.19486 | 0.109211 | 0.124588 | 0.456077 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.209718 | 0.053946 | 0.233974 | 0.430801 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081314 | 0.114184 | 0.357417 | 0.493347 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.146211 | 0.037265 | -0.06085 | 0.782657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103496 | -0.128212 | 0.146924 | 0.991409 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133481 | 0.047657 | 0.314221 | 0.629858 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159652 | -0.103037 | 0.152388 | 1.032889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.098934 | 0.042118 | 0.124665 | 0.659295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100917 | -0.141201 | 0.13915 | 0.980194 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006025 | 0.16342 | 0.32425 | 0.38821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157787 | 0.00592 | 0.45189 | 0.610002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087775 | -0.022848 | 0.096467 | 0.934897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093056 | 0.050131 | 0.3961 | 0.488717 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.138403 | 0.108002 | 0.246236 | 0.410265 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.27211 | 0.074957 | 0.064607 | 0.323308 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.020268 | -0.112834 | 0.485786 | 0.58877 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105679 | -0.006017 | 0.375809 | 0.666016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.165855 | -0.0314 | 0.306357 | 0.787185 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.035608 | 0.102922 | 0.224701 | 0.481706 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059948 | 0.038751 | 0.301804 | 0.602339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057999 | -0.211968 | 0.356136 | 0.813837 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.090209 | -0.002306 | 0.051968 | 0.938411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.095461 | -0.004522 | 0.055382 | 0.753705 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145007 | -0.06302 | 0.227848 | 0.883657 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.091667 | -0.152019 | 0.306845 | 0.814158 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174102 | 0.002888 | 0.369502 | 0.713418 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049197 | 0.060146 | 0.218152 | 0.66191 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.138325 | -0.084012 | 0.334861 | 0.786313 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006345 | 0.014071 | 0.351431 | 0.535019 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101724 | -0.17953 | 0.205889 | 0.982587 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081718 | -0.219656 | 0.331621 | 0.872073 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098332 | 0.004909 | 0.299049 | 0.674658 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014306 | -0.050175 | 0.234944 | 0.768784 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087497 | -0.097828 | 0.355432 | 0.721445 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034128 | -0.085276 | 0.292345 | 0.747642 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163516 | -0.077027 | 0.213886 | 0.917957 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.211266 | -0.156702 | 0.44689 | 0.823182 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073189 | -0.062636 | 0.372848 | 0.686651 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053298 | -0.261212 | 0.45872 | 0.769659 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042315 | -0.082144 | 0.408387 | 0.633205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.10406 | 0.006269 | 0.327012 | 0.493616 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.09996 | 0.011771 | 0.248274 | 0.742215 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032106 | -0.037823 | 0.230356 | 0.782455 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.002594 | 0.053935 | 0.148068 | 0.705889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071819 | 0.037002 | 0.174829 | 0.771685 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.027108 | 0.073774 | 0.237519 | 0.527074 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17575 | -0.095065 | 0.319119 | 0.850774 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.003475 | 0.084535 | 0.324177 | 0.488881 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171262 | 0.006962 | 0.434752 | 0.606821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037645 | 0.095093 | 0.218427 | 0.609201 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054119 | -0.172073 | 0.467368 | 0.70887 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.07251 | 0.056277 | 0.324694 | 0.427193 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041282 | 0.015196 | 0.165544 | 0.721604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.109148 | 0.050325 | 0.248617 | 0.733931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.019754 | 0.035493 | 0.285094 | 0.627787 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074027 | 0.008725 | 0.251215 | 0.711182 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046013 | 0.071709 | 0.262896 | 0.449969 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086061 | -0.066091 | 0.275091 | 0.738925 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.093937 | -0.164092 | 0.247882 | 0.741627 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11915 | 0.057285 | 0.265082 | 0.671072 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.011049 | -0.099956 | 0.274566 | 0.708292 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.10023 | -0.123662 | 0.365368 | 0.778231 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.155425 | 0.210131 | 0.082626 | 0.503319 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072049 | -0.010104 | 0.275715 | 0.724749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.067417 | 0.070596 | 0.22334 | 0.566802 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009285 | -0.001087 | 0.3675 | 0.553527 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05797 | -0.13958 | 0.502899 | 0.634769 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068474 | -0.130223 | 0.320702 | 0.78545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.214124 | 0.178319 | 0.066477 | 0.457221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126699 | -0.02769 | 0.25708 | 0.789364 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.088993 | -0.163904 | 0.337587 | 0.849452 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057232 | 0.075208 | 0.136122 | 0.761927 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.102179 | -0.146909 | 0.304346 | 0.630047 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039102 | 0.030124 | 0.214324 | 0.753349 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15802 | -0.123562 | 0.313123 | 0.855601 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.025471 | -0.012048 | 0.264894 | 0.662349 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.093436 | 0.080119 | 0.202577 | 0.519442 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.058889 | -0.006286 | 0.159288 | 0.705727 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17844 | -0.073602 | 0.244737 | 0.902646 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051088 | 0.029965 | 0.240842 | 0.700386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135808 | -0.01957 | 0.30163 | 0.732022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144302 | -0.018847 | 0.305812 | 0.755223 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097015 | 0.011277 | 0.23231 | 0.54798 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.036868 | 0.075414 | 0.297563 | 0.574904 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039481 | -0.047052 | 0.275727 | 0.748387 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1199 | 0.002019 | 0.159226 | 0.874048 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040132 | -0.14469 | 0.41152 | 0.700602 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.188986 | -0.033629 | 0.426532 | 0.707989 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051117 | -0.069268 | 0.202685 | 0.834437 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.148618 | -0.110545 | 0.32427 | 0.538748 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074811 | 0.046766 | 0.358784 | 0.580302 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093824 | 0.056659 | 0.361218 | 0.586619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.037503 | 0.046425 | 0.320908 | 0.433889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.106388 | 0.060823 | 0.227957 | 0.538444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.196461 | -0.069495 | 0.232181 | 0.924986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065101 | -0.009502 | 0.186195 | 0.776962 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.018101 | 0.106673 | 0.184192 | 0.668408 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.055547 | -0.153588 | 0.283512 | 0.76108 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080843 | -0.107799 | 0.302413 | 0.787889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086512 | 0.076501 | 0.162654 | 0.749818 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146135 | 0.067748 | 0.311458 | 0.656482 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.034526 | -0.004364 | 0.361496 | 0.536057 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080265 | -0.018223 | 0.247781 | 0.74828 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.042772 | 0.066479 | 0.249441 | 0.583874 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.017642 | 0.121519 | 0.338542 | 0.413955 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118952 | 0.004571 | 0.30575 | 0.727382 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070599 | 0.024016 | 0.240031 | 0.694749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144538 | 0.010519 | 0.273951 | 0.769943 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.208162 | -0.033623 | 0.344006 | 0.809296 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.186725 | -0.031015 | 0.274562 | 0.847297 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.230601 | -0.087063 | 0.453658 | 0.764597 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063967 | -0.017967 | 0.253571 | 0.705947 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171025 | -0.074456 | 0.162063 | 1.011314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.03348 | 0.004785 | 0.217136 | 0.644447 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126152 | -0.03858 | 0.340357 | 0.737439 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055131 | -0.061155 | 0.288083 | 0.783386 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17896 | -0.060321 | 0.444982 | 0.689485 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.017322 | 0.233299 | -0.482099 | 1.0497 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146121 | 0.025878 | 0.430259 | 0.562335 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.167569 | -0.178639 | 0.500058 | 0.447829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.177532 | -0.037077 | 0.338651 | 0.756292 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.009765 | 0.062895 | 0.289196 | 0.543815 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.131413 | 0.014758 | -0.017518 | 0.4536 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.01678 | -0.098294 | 0.318857 | 0.655304 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.10864 | -0.221857 | 0.164873 | 1.118532 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.066749 | 0.026039 | 0.265614 | 0.684496 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.050241 | -0.118996 | 0.398607 | 0.684868 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.049827 | 0.033433 | 0.136562 | 0.684619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184178 | 0.001392 | 0.323188 | 0.771285 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029428 | 0.016325 | 0.207542 | 0.745107 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.067862 | 0.062636 | 0.16706 | 0.726673 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046283 | 0.06591 | 0.206534 | 0.663517 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.00742 | 0.054824 | 0.197227 | 0.691347 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.025602 | -0.094326 | 0.342466 | 0.697986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101536 | 0.032612 | 0.297162 | 0.66986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156677 | -0.004 | 0.347122 | 0.689922 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.098101 | 0.084755 | 0.063943 | 0.52841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.153657 | -0.053952 | 0.276009 | 0.844314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112273 | -0.004811 | 0.36563 | 0.667836 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059322 | -0.146441 | 0.338474 | 0.818822 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.109553 | -0.094701 | 0.172907 | 0.933739 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.048359 | -0.058952 | 0.396922 | 0.638556 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014973 | -0.163251 | 0.398017 | 0.726214 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168255 | -0.014452 | 0.351568 | 0.708619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046919 | 0.095794 | 0.226101 | 0.433765 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097505 | -0.056296 | 0.257258 | 0.633515 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.136972 | 0.038756 | 0.463735 | 0.513926 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112959 | -0.053637 | 0.313398 | 0.759777 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.352551 | 0.110278 | 0.065152 | 0.400091 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015293 | -0.318979 | 0.495257 | 0.790883 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04541 | -0.081627 | 0.361356 | 0.69198 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134886 | -0.112043 | 0.322206 | 0.860461 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.042781 | -0.020693 | 0.197421 | 0.69008 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.03872 | -0.138565 | 0.358928 | 0.652774 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.116964 | 0.135352 | 0.137577 | 0.450523 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.066153 | 0.044411 | 0.224366 | 0.574778 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113432 | -0.092841 | 0.401302 | 0.739097 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.181637 | -0.057896 | 0.308046 | 0.851821 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070598 | -0.189338 | 0.400637 | 0.771367 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074021 | 0.02702 | 0.248369 | 0.711709 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125641 | 0.004056 | 0.255887 | 0.768467 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056027 | -0.171023 | 0.445345 | 0.717427 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.061299 | 0.087747 | 0.095285 | 0.566967 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.175714 | -0.010507 | 0.256409 | 0.512148 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07689 | 0.003517 | 0.147879 | 0.813817 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006247 | -0.217338 | 0.37197 | 0.799256 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142621 | 0.036745 | 0.253994 | 0.763749 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185144 | 0.044118 | 0.38992 | 0.669736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00568 | 0.024929 | 0.275301 | 0.650002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151996 | -0.07567 | 0.36204 | 0.750971 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001826 | 0.046604 | 0.277581 | 0.614327 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.007121 | -0.156173 | 0.225985 | 0.772841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.023434 | 0.009742 | 0.189407 | 0.663888 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183734 | -0.008558 | 0.453393 | 0.658555 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.094547 | -0.102354 | 0.421323 | 0.506197 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.019632 | 0.096522 | 0.199619 | 0.646599 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152482 | -0.127711 | 0.325126 | 0.862974 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111317 | 0.014438 | 0.214141 | 0.787043 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041298 | -0.115159 | 0.252287 | 0.82968 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.076613 | 0.000842 | 0.336061 | 0.62634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087171 | 0.04346 | 0.373342 | 0.576088 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.20186 | -0.001082 | 0.156539 | 0.572299 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.052946 | -0.071253 | 0.242287 | 0.768434 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.003712 | -0.023749 | 0.354397 | 0.594607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.049447 | 0.058464 | 0.173254 | 0.623336 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061737 | -0.09824 | 0.254984 | 0.818112 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044583 | -0.140443 | 0.361861 | 0.772865 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111793 | 0.012124 | 0.380587 | 0.631838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064076 | -0.139109 | 0.400089 | 0.704795 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170851 | -0.024113 | 0.273409 | 0.816172 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002585 | 0.033135 | 0.228791 | 0.645988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.109373 | 0.089104 | 0.113537 | 0.592631 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055323 | 0.049956 | 0.297245 | 0.617811 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150545 | 0.014271 | 0.376916 | 0.667206 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.105559 | 0.098751 | 0.197886 | 0.500678 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.105709 | -0.166715 | 0.268138 | 0.91009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.018426 | 0.073049 | 0.166672 | 0.669638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056508 | -0.133286 | 0.357766 | 0.66337 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150546 | -0.062469 | 0.189249 | 0.915514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.031289 | 0.066664 | 0.276832 | 0.482444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044703 | -0.073223 | 0.378138 | 0.669938 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.061381 | 0.083409 | 0.095808 | 0.588907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.070719 | -0.204416 | 0.341202 | 0.85395 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.119952 | -0.028597 | 0.2173 | 0.8179 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.039813 | -0.002958 | 0.315426 | 0.624105 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053681 | -0.096203 | 0.429209 | 0.656862 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125434 | -0.079634 | 0.237113 | 0.874122 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112289 | 0.063559 | 0.286518 | 0.693465 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086079 | -0.101565 | 0.15655 | 0.968775 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133643 | -0.145532 | 0.338249 | 0.844701 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124586 | -0.123363 | 0.175634 | 0.980445 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.062992 | 0.110964 | 0.180232 | 0.671907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095665 | 0.022676 | 0.318135 | 0.648432 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.10493 | -0.070022 | 0.392863 | 0.674295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.160011 | -0.043404 | 0.264103 | 0.845823 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.097158 | 0.057196 | 0.174167 | 0.780712 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.058491 | 0.041906 | 0.31307 | 0.680826 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.099661 | 0.021931 | 0.222917 | 0.616257 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.012176 | 0.096964 | 0.236719 | 0.538271 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.075484 | -0.060216 | 0.196788 | 0.6686 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1067 | -0.042557 | 0.248283 | 0.799475 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.215974 | -0.021202 | 0.344308 | 0.8114 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.096942 | -0.253794 | 0.463976 | 0.833064 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.018116 | 0.169106 | 0.247754 | 0.354267 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.01466 | -0.04532 | 0.286857 | 0.649215 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.18857 | -0.057004 | 0.353448 | 0.827163 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.023456 | -0.017528 | 0.14072 | 0.837238 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034142 | -0.211253 | 0.452698 | 0.738741 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053769 | 0.035407 | 0.416388 | 0.481203 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.007887 | 0.121737 | 0.16108 | 0.618585 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097325 | 0.123376 | 0.179632 | 0.533348 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04582 | -0.011302 | 0.277484 | 0.691321 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.094 | -0.001849 | 0.296214 | 0.536416 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06219 | 0.070758 | 0.199523 | 0.693788 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.065067 | 0.061018 | 0.080133 | 0.656692 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06304 | -0.031773 | 0.273995 | 0.611593 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141156 | -0.127444 | 0.351497 | 0.816942 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141454 | -0.14309 | 0.334545 | 0.844515 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.104398 | 0.063477 | 0.247888 | 0.510529 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180903 | -0.11672 | 0.39546 | 0.829254 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.22505 | -0.006429 | 0.330185 | 0.686643 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047066 | 0.117028 | 0.189653 | 0.477105 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.240074 | -0.142534 | 0.122083 | 1.039986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| Weights | -0.26917 | -0.014185 | 0.25943 | 0.851842 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.305145 | -0.119402 | 0.284274 | 0.970242 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.269107 | -0.11531 | 0.227531 | 0.970935 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.234163 | -0.249322 | 0.281124 | 1.022303 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.216386 | 0.045089 | 0.201487 | 0.741348 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197728 | -0.220141 | 0.092656 | 1.178676 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157919 | 0.135778 | 0.208116 | 0.635865 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228624 | -0.052526 | 0.253001 | 0.86669 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197155 | 0.017484 | 0.207353 | 0.885853 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.272281 | -0.112801 | 0.302604 | 0.892163 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.115759 | 0.241331 | -0.27776 | 0.598985 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.189588 | -0.073212 | 0.31456 | 0.737861 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.200079 | 0.205672 | 0.211076 | 0.671071 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.236147 | -0.125426 | 0.248051 | 0.893117 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.082611 | 0.092083 | 0.245233 | 0.591318 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.154002 | 0.113806 | 0.003783 | 0.181857 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187821 | 0.082366 | 0.175086 | 0.73095 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.286179 | -0.166327 | -0.01333 | 1.359089 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.165798 | 0.032645 | 0.236627 | 0.733659 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.1713 | -0.036949 | 0.205832 | 0.846737 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.121487 | 0.18013 | 0.148542 | 0.61619 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.259453 | -0.089162 | 0.282077 | 0.901413 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.087589 | 0.030817 | 0.184194 | 0.762907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.148555 | 0.047948 | 0.20209 | 0.693798 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.102711 | 0.037665 | 0.221614 | 0.64551 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.043512 | 0.075969 | 0.201252 | 0.676622 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17769 | 0.019565 | 0.199023 | 0.812075 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.225116 | 0.026377 | 0.273723 | 0.740074 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231348 | -0.072077 | 0.27207 | 0.809462 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.112258 | 0.124497 | 0.11542 | 0.324748 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217548 | -0.123213 | 0.199932 | 0.973343 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173728 | -0.048818 | 0.27186 | 0.803818 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.370758 | 0.085458 | 0.240831 | 0.941691 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184337 | -0.119818 | 0.079795 | 1.0284 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228355 | 0.040217 | 0.268915 | 0.787127 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.335012 | 0.103107 | 0.252197 | 0.869277 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.211243 | -0.111746 | 0.263106 | 0.840891 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.033454 | 0.082751 | 0.190525 | 0.413051 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.169458 | 0.20747 | 0.17349 | 0.659575 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.243795 | -0.02776 | 0.349988 | 0.721177 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.242551 | -0.031994 | 0.228227 | 0.868773 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.016728 | 0.459261 | 0.148305 | 0.260584 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.331495 | -0.013493 | 0.229122 | 1.014551 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.272753 | 0.066954 | 0.251185 | 0.812999 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.251405 | -0.110817 | 0.20292 | 1.031993 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065586 | 0.093933 | 0.134703 | 0.674671 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168492 | 0.074187 | 0.166528 | 0.763847 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.014141 | 0.196104 | 0.203281 | 0.348024 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015828 | 0.118629 | 0.18116 | 0.569929 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.330203 | 0.004843 | 0.292664 | 0.90352 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.285404 | -0.11418 | 0.237798 | 1.005435 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.265415 | -0.050092 | 0.197974 | 0.944436 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183824 | 0.036322 | 0.237272 | 0.750894 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.271548 | 0.01402 | 0.240584 | 0.829913 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.287999 | 0.001862 | 0.252291 | 0.908318 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.094628 | 0.076272 | 0.135564 | 0.40951 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009733 | 0.222882 | 0.151949 | 0.526702 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.204705 | 0.042354 | 0.142803 | 0.802254 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.323196 | 0.075175 | 0.196865 | 0.940367 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.279604 | 0.017823 | 0.268397 | 0.824793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.262985 | -0.060253 | 0.350752 | 0.827103 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159416 | 0.111808 | 0.246422 | 0.701151 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.215616 | -0.129897 | 0.228338 | 0.906299 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.14473 | 0.113937 | 0.257562 | 0.662265 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.017032 | -0.096257 | 0.023605 | 0.819952 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141174 | 0.133715 | 0.164812 | 0.633426 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.283466 | -0.078736 | 0.352426 | 0.865487 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17303 | 0.153549 | 0.213496 | 0.665508 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106273 | 0.103133 | 0.243901 | 0.625469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.213645 | -0.188951 | 0.175423 | 1.049157 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.211457 | -0.001606 | 0.206122 | 0.825347 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.276496 | 0.065843 | 0.152277 | 0.904772 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.175171 | 0.003933 | 0.250978 | 0.72255 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.201052 | 0.026593 | 0.312322 | 0.70109 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.08182 | 0.221344 | 0.095202 | 0.488078 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.245788 | 0.051408 | 0.161353 | 0.810277 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077794 | 0.027055 | 0.213579 | 0.70617 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057567 | 0.141936 | 0.180375 | 0.570248 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158395 | -0.053757 | 0.136901 | 0.90804 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.250952 | 0.016024 | 0.213768 | 0.921463 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180334 | -0.034206 | 0.289903 | 0.773518 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.211897 | -0.04295 | 0.205431 | 0.866298 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.239833 | -0.105761 | 0.222161 | 0.922962 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.12213 | 0.096936 | 0.21384 | 0.654269 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.103207 | 0.139319 | 0.151004 | 0.45886 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129693 | 0.03423 | 0.260007 | 0.679907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.225479 | -0.055631 | 0.306316 | 0.811164 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.12974 | 0.115753 | 0.18104 | 0.437031 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.198705 | -0.161367 | 0.101352 | 1.070061 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.278775 | 0.263089 | 0.233825 | 0.639733 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.264353 | 0.166854 | 0.216016 | 0.770264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187076 | -0.161405 | 0.118028 | 1.018459 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00959 | 0.07519 | 0.207231 | 0.511704 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.254791 | 0.056072 | 0.263451 | 0.803631 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015819 | 0.134294 | 0.137335 | 0.441473 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.210512 | -0.11469 | 0.134377 | 1.03122 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190073 | -0.066933 | 0.16644 | 0.875249 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194749 | 0.064876 | 0.244861 | 0.700411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.269131 | 0.037745 | 0.281263 | 0.830189 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.234361 | -0.083169 | 0.153164 | 0.97824 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.209304 | 0.023238 | 0.295703 | 0.765823 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.371335 | 0.099249 | 0.091215 | 1.041659 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.202599 | -0.177671 | 0.166215 | 1.028867 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.218704 | -0.148183 | 0.063878 | 1.113171 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159816 | 0.09042 | 0.251267 | 0.640203 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.213782 | 0.018279 | 0.272018 | 0.733455 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.26735 | -0.016622 | 0.264533 | 0.819688 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.244054 | -0.101914 | 0.203593 | 0.961045 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.126633 | -0.015077 | 0.206955 | 0.779786 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.169659 | 0.056754 | 0.292242 | 0.779166 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.010353 | 0.148592 | 0.171888 | 0.60221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040995 | 0.060185 | 0.231183 | 0.53009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.099462 | 0.135132 | 0.103479 | 0.642309 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.182454 | -0.062123 | 0.177655 | 0.8754 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.269916 | -0.152374 | 0.285367 | 0.982983 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.317547 | -0.103677 | 0.232928 | 1.078268 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04656 | 0.097003 | 0.270284 | 0.38252 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176192 | 0.105867 | 0.194501 | 0.702022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.246869 | -0.156513 | 0.261873 | 1.017917 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.067933 | 0.002108 | 0.107255 | 0.839973 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.336198 | 0.041076 | 0.259224 | 0.925741 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185444 | 0.039881 | 0.298871 | 0.649554 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.097453 | 0.125281 | 0.234889 | 0.555243 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.122552 | 0.124567 | 0.205059 | 0.451549 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168735 | 0.041773 | 0.216293 | 0.749565 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072732 | 0.159449 | 0.196735 | 0.590512 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.239471 | 0.123897 | 0.244863 | 0.68643 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068163 | 0.179877 | 0.12168 | 0.521558 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059789 | 0.096608 | 0.170362 | 0.648665 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.264259 | -0.118835 | 0.205455 | 0.982626 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199121 | -0.192048 | 0.162663 | 1.026581 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.048431 | 0.13911 | 0.191301 | 0.509362 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.277435 | -0.166045 | 0.254316 | 1.047968 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.281703 | -0.043295 | 0.259315 | 0.746516 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.096688 | 0.049468 | 0.231815 | 0.454553 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217433 | -0.304317 | 0.135251 | 1.044403 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.104693 | -0.16361 | 0.344751 | 0.642976 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009835 | 0.128553 | 0.313667 | 0.469545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157904 | -0.21345 | 0.123338 | 0.917669 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101383 | -0.12659 | 0.344698 | 0.695648 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.324256 | -0.118559 | 0.181941 | 0.950908 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.191681 | -0.222592 | 0.152565 | 1.000988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134499 | -0.298057 | -0.053507 | 1.166838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125262 | -0.271129 | 0.389542 | 0.681902 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.043883 | -0.00519 | 0.216154 | 0.568093 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.368237 | -0.017228 | 0.328898 | 0.188973 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.01329 | -0.096525 | 0.339739 | 0.604374 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.108077 | -0.05161 | 0.308234 | 0.694725 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174251 | -0.166836 | 0.198378 | 0.864559 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178817 | -0.053331 | 0.230359 | 0.767362 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.075298 | 0.036836 | 0.302596 | 0.492035 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.232456 | -0.040835 | 0.321969 | 0.732653 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.085311 | -0.298174 | 0.14949 | 0.93652 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173675 | -0.175992 | 0.197233 | 0.859729 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197869 | -0.167617 | 0.190102 | 0.839598 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.212036 | -0.258779 | 0.106068 | 1.004655 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231553 | -0.114956 | -0.039854 | 1.152763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.205473 | -0.134962 | 0.455923 | 0.71076 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.109359 | -0.059764 | 0.383531 | 0.560359 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.280338 | -0.018047 | 0.306936 | 0.717039 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037767 | -0.031174 | 0.34197 | 0.541509 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158979 | -0.049686 | 0.319652 | 0.576007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.070678 | -0.237307 | 0.278272 | 0.666696 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228889 | -0.311652 | 0.319266 | 1.041815 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093382 | -0.303335 | 0.102301 | 0.987441 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.198193 | -0.184855 | 0.230023 | 0.823719 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.048795 | 0.135568 | 0.150405 | 0.282737 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.239611 | -0.19264 | 0.167057 | 1.005869 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142865 | -0.143311 | 0.261701 | 0.80685 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.37439 | -0.25845 | 0.527555 | 0.943228 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158437 | -0.238455 | 0.064789 | 1.031718 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.258782 | -0.134039 | 0.435913 | 0.752561 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.38489 | -0.205965 | 0.594451 | 0.819325 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214951 | -0.172137 | 0.208229 | 0.849348 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.044 | 0.101125 | 0.190819 | 0.377406 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114048 | -0.094609 | 0.42889 | 0.592221 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224284 | -0.152423 | 0.360944 | 0.716531 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.260995 | -0.162916 | 0.285989 | 0.86566 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.0039 | 0.093779 | 0.485376 | 0.27984 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.349926 | -0.393056 | 0.656666 | 0.9205 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255782 | -0.18708 | 0.437488 | 0.78863 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.265673 | -0.254507 | 0.257016 | 1.062315 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04957 | -0.026668 | 0.242759 | 0.602255 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134039 | -0.170026 | 0.407671 | 0.649509 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063778 | 0.110532 | 0.260248 | 0.380138 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.03991 | 0.00836 | 0.243662 | 0.51383 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.309076 | -0.257957 | 0.442585 | 0.92353 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.322024 | -0.218979 | 0.230589 | 1.064608 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.203407 | -0.336943 | 0.379278 | 0.893738 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.222798 | -0.046895 | 0.263281 | 0.768771 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267374 | -0.141099 | 0.263184 | 0.863572 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238652 | -0.307899 | 0.486238 | 0.865076 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.078302 | 0.100022 | 0.10917 | 0.360966 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.016069 | 0.02508 | 0.38194 | 0.427904 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214547 | -0.076957 | 0.181148 | 0.78763 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.288679 | -0.301699 | 0.529089 | 0.886782 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.31351 | -0.097542 | 0.270319 | 0.884403 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.32403 | -0.109313 | 0.317838 | 0.89114 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15352 | -0.044841 | 0.345869 | 0.705389 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.27317 | -0.179093 | 0.241284 | 0.882731 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.16285 | -0.015134 | 0.344201 | 0.671547 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.057633 | -0.096272 | 0.103527 | 0.647871 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140226 | -0.031402 | 0.281928 | 0.588015 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.306416 | -0.190406 | 0.370705 | 0.902273 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.120798 | -0.149516 | 0.520216 | 0.540108 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133967 | 0.032237 | 0.251764 | 0.658642 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.215339 | -0.299134 | 0.168129 | 1.067429 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.23873 | -0.081475 | 0.201215 | 0.846168 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.245228 | -0.207288 | 0.344213 | 0.872503 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159967 | -0.109146 | 0.279701 | 0.698908 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.23025 | -0.077257 | 0.355218 | 0.712171 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.093208 | 0.084535 | 0.298731 | 0.375363 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163763 | -0.209799 | 0.274529 | 0.7714 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031866 | -0.077499 | 0.287768 | 0.632943 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.089416 | 0.049336 | 0.261776 | 0.546149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.160775 | -0.16229 | 0.201979 | 0.865885 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.202402 | -0.25482 | 0.405131 | 0.898217 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199823 | -0.099712 | 0.299162 | 0.773004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.084154 | -0.314692 | 0.315623 | 0.812227 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.25563 | -0.17991 | 0.169508 | 0.959461 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.107282 | -0.037427 | 0.277972 | 0.643051 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.078239 | 0.127494 | 0.187473 | 0.418745 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163804 | -0.018889 | 0.270747 | 0.682886 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.28067 | -0.106217 | 0.301319 | 0.834576 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.103502 | 0.144438 | 0.189151 | 0.391972 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115541 | -0.376022 | 0.124996 | 1.077003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.304156 | -0.019248 | 0.422497 | 0.689259 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.23831 | -0.183946 | 0.549193 | 0.701554 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152221 | -0.253341 | 0.030422 | 1.053189 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.013547 | 0.026286 | 0.218237 | 0.453571 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.21056 | -0.198873 | 0.430389 | 0.780682 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068617 | 0.117275 | 0.199497 | 0.396474 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.149622 | -0.355601 | 0.261865 | 0.995474 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184601 | -0.149172 | 0.137959 | 0.873304 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159754 | -0.11376 | 0.324754 | 0.678903 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.225926 | -0.231202 | 0.470648 | 0.802738 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.227292 | -0.218577 | 0.16963 | 0.989771 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.266372 | -0.034577 | 0.288744 | 0.824035 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.332369 | -0.237922 | 0.296709 | 1.055561 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.151959 | -0.341122 | 0.174359 | 1.033402 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.152446 | -0.343757 | 0.050416 | 1.152615 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.130685 | -0.028451 | 0.220593 | 0.688389 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183933 | -0.123046 | 0.28415 | 0.743866 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187026 | -0.256173 | 0.342409 | 0.803007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.241783 | -0.210324 | 0.170903 | 1.002951 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15755 | -0.027365 | 0.140257 | 0.819252 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144383 | -0.072797 | 0.329839 | 0.826042 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.027302 | 0.051464 | 0.290825 | 0.538306 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059088 | 0.039853 | 0.200261 | 0.520957 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08108 | -0.051985 | 0.289281 | 0.531776 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.209101 | -0.126284 | 0.181157 | 0.863336 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307188 | -0.209773 | 0.213177 | 1.063435 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.296512 | -0.42738 | 0.478778 | 1.067873 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.018756 | 0.027336 | 0.198254 | 0.410373 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173229 | -0.089165 | 0.360572 | 0.644139 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.268144 | -0.239344 | 0.226112 | 1.087611 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054552 | -0.054579 | 0.125922 | 0.809888 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.26044 | -0.363948 | 0.565305 | 0.88762 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.261448 | -0.053496 | 0.400006 | 0.613476 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144913 | 0.058068 | 0.234529 | 0.596405 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.163735 | 0.112891 | 0.182009 | 0.424282 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.143633 | -0.101039 | 0.278072 | 0.729961 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.135703 | 0.029579 | 0.395593 | 0.523942 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.324532 | 0.005277 | 0.31265 | 0.729149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.115871 | 0.06467 | 0.230706 | 0.479243 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.017745 | -0.073364 | 0.286235 | 0.568857 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.226258 | -0.317082 | 0.254527 | 0.987772 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.20036 | -0.297733 | 0.167598 | 1.015178 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.069872 | 0.071901 | 0.260539 | 0.449638 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.30156 | -0.302241 | 0.28654 | 1.092835 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.247992 | -0.121887 | 0.22732 | 0.71731 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095435 | -0.001227 | 0.159148 | 0.483604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.161118 | -0.336654 | -0.03772 | 1.076913 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.183179 | -0.040592 | 0.149377 | 0.704637 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.049108 | 0.04434 | 0.211767 | 0.574874 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106897 | -0.208395 | -0.036347 | 0.917739 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.112036 | -0.018117 | 0.119733 | 0.76503 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267541 | -0.255045 | 0.150843 | 0.953527 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.171268 | -0.19817 | -0.010092 | 1.029181 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071663 | -0.352046 | -0.172223 | 1.165979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.196011 | -0.129796 | 0.152533 | 0.745559 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.027996 | -0.011374 | 0.13756 | 0.568958 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002171 | 0.372718 | 0.063748 | 0.406437 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.108556 | 0.035356 | 0.179202 | 0.677776 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100922 | -0.053033 | 0.151016 | 0.799229 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.229347 | -0.087374 | 0.034421 | 0.908516 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146949 | -0.103864 | 0.151877 | 0.790614 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031097 | 0.025172 | 0.168475 | 0.529176 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.300761 | -0.040667 | 0.261169 | 0.781786 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.059549 | -0.253263 | -0.05179 | 0.97336 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.184773 | -0.132606 | 0.07759 | 0.849686 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.18015 | -0.181702 | 0.088166 | 0.828962 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.132136 | -0.340254 | -0.017047 | 1.011525 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.210893 | -0.163509 | -0.070587 | 1.125094 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238138 | -0.096571 | 0.20896 | 0.893523 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185813 | 0.011932 | 0.160298 | 0.717544 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.32255 | -0.058962 | 0.27459 | 0.731308 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.088459 | 0.016489 | 0.192893 | 0.640686 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.165158 | -0.053892 | 0.16456 | 0.649256 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098365 | 0.050016 | 0.005288 | 0.752981 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.239533 | -0.28602 | 0.132086 | 1.14746 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106131 | -0.206972 | -0.091477 | 0.994882 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190178 | -0.146073 | 0.074579 | 0.898986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111162 | -0.109389 | 0.080057 | 0.836635 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074484 | -0.010506 | 0.094737 | 0.658846 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.132066 | -0.11547 | 0.168912 | 0.858604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100563 | -0.01449 | 0.143414 | 0.646263 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.193534 | -0.092409 | 0.157387 | 0.662823 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124914 | -0.203543 | 0.020292 | 1.036407 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.241647 | -0.310289 | 0.070244 | 1.190346 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.031331 | 0.101059 | 0.183035 | 0.417491 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.426492 | 0.105883 | 0.043369 | 0.259499 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.216362 | -0.001823 | 0.201522 | 0.73516 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.199076 | -0.045475 | 0.149581 | 0.67435 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178848 | -0.077799 | 0.217 | 0.736824 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.029964 | -0.452042 | -0.183094 | 1.200739 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047773 | -0.019694 | 0.128026 | 0.616199 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118835 | -0.171832 | 0.01355 | 1.001684 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.247655 | -0.181882 | 0.187319 | 0.918605 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.078074 | 0.066482 | 0.134181 | 0.545524 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.262445 | -0.146816 | 0.038605 | 1.071371 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07772 | 0.007749 | 0.158509 | 0.556958 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.215388 | -0.022945 | 0.231351 | 0.743681 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.233314 | -0.148147 | 0.136143 | 0.977231 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.204708 | 0.006667 | 0.337244 | 0.502362 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.016162 | 0.03378 | 0.119345 | 0.508241 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.320837 | -0.201036 | 0.135848 | 1.04592 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.043818 | 0.053859 | 0.132393 | 0.534606 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.007678 | -0.246044 | -0.053259 | 0.844397 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.25195 | -0.241625 | 0.16527 | 1.065563 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.064975 | 0.084994 | 0.129549 | 0.308326 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068838 | 0.08739 | 0.180094 | 0.612692 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217063 | -0.084445 | 0.060688 | 0.813975 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.238209 | -0.296582 | 0.114725 | 1.187368 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.304015 | -0.143447 | 0.165759 | 0.933828 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.328015 | -0.172908 | 0.291022 | 0.901932 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185776 | -0.018155 | 0.199544 | 0.808252 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.22333 | -0.271347 | 0.169157 | 0.887262 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.175992 | -0.026119 | 0.221868 | 0.765834 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.042974 | -0.122255 | 0.060984 | 0.59724 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.116296 | -0.047449 | 0.103401 | 0.674206 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.37269 | -0.172948 | 0.298541 | 0.936719 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124289 | -0.088807 | 0.16025 | 0.784225 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.122421 | -0.000369 | 0.185141 | 0.687303 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.168464 | -0.348929 | 0.050365 | 1.089427 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231676 | -0.117745 | 0.126843 | 0.857563 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.245466 | -0.171538 | 0.063475 | 1.037862 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174028 | -0.084166 | 0.163758 | 0.712167 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.277844 | -0.080601 | 0.270468 | 0.764049 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.070168 | 0.096101 | 0.144499 | 0.514427 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101211 | -0.172066 | -0.010614 | 0.862325 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073797 | -0.004754 | 0.172351 | 0.662351 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114979 | 0.028982 | 0.166927 | 0.618614 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.179683 | -0.143071 | 0.087415 | 0.894218 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.292457 | -0.133754 | 0.160436 | 1.054596 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.207119 | -0.115086 | 0.236164 | 0.781921 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100535 | -0.165968 | 0.029675 | 0.881478 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187026 | -0.260214 | 0.086997 | 0.950583 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.108241 | -0.023965 | 0.14818 | 0.696352 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.079996 | 0.094779 | 0.17069 | 0.430699 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176987 | -0.044242 | 0.22283 | 0.693911 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.267929 | -0.172454 | 0.254136 | 0.847072 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.068006 | 0.130448 | 0.215729 | 0.381469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103685 | -0.306094 | -0.092278 | 1.112194 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.230168 | -0.090312 | 0.135399 | 0.905872 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.273369 | -0.129173 | 0.186368 | 0.986877 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.143564 | -0.234061 | -0.058764 | 1.002163 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031521 | 0.068347 | 0.168068 | 0.43806 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.29965 | -0.100404 | 0.207908 | 0.924171 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.081905 | 0.020709 | 0.18118 | 0.452365 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.090936 | -0.337873 | -0.008563 | 1.108522 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17631 | -0.15038 | 0.052933 | 0.84519 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.197502 | -0.054469 | 0.150557 | 0.744797 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.249607 | -0.168915 | 0.202017 | 0.969411 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.186602 | -0.250672 | 0.028347 | 1.024607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.295408 | -0.074059 | 0.254786 | 0.857769 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.278181 | -0.255107 | -0.046089 | 1.284861 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140321 | -0.302712 | 0.008007 | 1.050238 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065541 | -0.375644 | -0.153023 | 1.201588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114604 | -0.007087 | 0.106163 | 0.690392 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.221077 | -0.069991 | 0.156811 | 0.761734 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.213202 | -0.156383 | 0.106958 | 0.86607 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.231572 | -0.225789 | 0.070145 | 1.009614 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.13163 | -0.092241 | 0.122976 | 0.806514 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.193353 | -0.015786 | 0.2325 | 0.894134 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.01773 | 0.082751 | 0.200099 | 0.618399 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.027261 | 0.001522 | 0.173655 | 0.485061 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106252 | -0.01588 | 0.08423 | 0.643436 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174108 | -0.180398 | 0.105813 | 0.862795 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.283139 | -0.28447 | 0.171813 | 1.065259 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.260301 | -0.436188 | 0.137377 | 1.317165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.023855 | 0.061786 | 0.137051 | 0.349175 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.220799 | -0.053203 | 0.162415 | 0.771043 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.29465 | -0.253122 | 0.171223 | 1.107384 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111048 | 0.005906 | 0.071667 | 0.804333 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.307648 | -0.245705 | 0.164994 | 1.155758 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.222862 | -0.148424 | 0.277245 | 0.69691 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.091749 | -0.01778 | 0.165213 | 0.615907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.090587 | 0.18969 | 0.179096 | 0.39931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11932 | -0.09302 | 0.124438 | 0.779671 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174862 | -0.016487 | 0.258474 | 0.688288 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.316011 | -0.084924 | 0.199031 | 0.828304 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086361 | -0.003804 | 0.108139 | 0.55755 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.065007 | 0.068935 | 0.111333 | 0.626496 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224954 | -0.282546 | 0.056688 | 1.043588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.154891 | -0.336349 | 0.045148 | 1.022637 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056781 | 0.092981 | 0.180715 | 0.489109 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.268949 | -0.367832 | 0.154487 | 1.173875 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 8.546575e-01 | 7.834157e-01 | 6.728013e-01 | 5.547190e-01 |
| RMSE | 5.557481e+01 | 6.828789e+01 | 8.448877e+01 | 9.921282e+01 |
| MSE | 3.088559e+03 | 4.663236e+03 | 7.138352e+03 | 9.843185e+03 |
| MAE | -1.662754e+10 | -1.873527e+10 | -2.213845e+10 | -2.726315e+10 |
| MAPE | -1.662754e+12 | -1.873527e+12 | -2.213845e+12 | -2.726315e+12 |
| MPE | 1.293655e+12 | 1.702967e+12 | 1.658134e+12 | 7.143199e+11 |
CPU times: user 1min 8s, sys: 1.75 s, total: 1min 10s Wall time: 1min 12s
plot_diff_along_time(X_test, artb_preds_s)
plot_bispecific(X_test, baseline_preds, artb_preds, artb_preds_s, order, limit_t, j, s)
plot_qualitative_analysis(artb_preds, X_test, limit_t, order, subway_stations, del_hours)
plot_qualitative_analysis(artb_preds_s, X_test, limit_t, order, subway_stations, del_hours)
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 'None'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(artb_scores).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per t + baseline")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="General baseline")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of full baseline and AR model, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 's'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(artb_scores_s).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="AR per station per t + baseline")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="Baseline per station")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
# plt.ylim((0, 1000))
plt.legend(prop={'size': 20})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(16, 6))
ax.set_prop_cycle(color=['crimson', 'teal', 'b', 'darkgoldenrod'])
x = range(1, limit_t+1)
baseline_scores = df_baseline_scores.loc['RMSE'].values.repeat(limit_t).reshape(-1, limit_t).T
model_scores = np.vstack((np.array(artb_scores).T[1], np.array(artb_scores_s).T[1])).T
baselineObjects = plt.plot(x, baseline_scores, linewidth=3)
labels = ["General baseline", "Baseline per station", "AR per t + baseline", "AR per station per t + baseline"]
arlineObjects = plt.plot(x, model_scores, linewidth=3)
for i, m in zip(range(4), ['D', '*']):
ax = plt.scatter(x, baseline_scores[:, i], marker=m, s=100)
for i, m in zip(range(2), ['D', '*']):
ax = plt.scatter(x, model_scores[:, i], marker=m, s=100)
# plt.ylim((0, model_scores[:, 0].max()))
plt.legend(baselineObjects+arlineObjects, labels, prop={'size': 15})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
p, q, limit_t = 4, 1, 4
%%time
arma_preds, arma_scores = arma_plot_results(None, p, q, limit_t)
Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.126518 | -0.085693 | 0.271438 | 0.826482 | -0.26459 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.071228 | -0.148932 | 0.289309 | 0.849466 | 0.000025 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.078192 | -0.148929 | 0.290042 | 0.849845 | -0.00447 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07191 | -0.14902 | 0.289492 | 0.849837 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.102054 | -0.148023 | 0.288995 | 0.849119 | -0.034765 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.957136 | -9.028013e+04 | -0.804462 | 0.504497 |
| RMSE | 75.463789 | 1.095198e+05 | 489.629763 | 256.576689 |
| MSE | 5694.783430 | 1.199458e+10 | 239737.305273 | 65831.597327 |
| MAE | 0.420615 | 5.728840e+02 | 2.722510 | 1.506659 |
| MAPE | 42.061516 | 5.728840e+04 | 272.251033 | 150.665925 |
| MPE | -27.609317 | 1.292698e+04 | -79.646515 | -114.905210 |
CPU times: user 21 s, sys: 16.2 s, total: 37.3 s Wall time: 36 s
plot_diff_along_time(X_test, arma_preds)
%%time
arma_preds_s, arma_scores_s = arma_plot_results('s', p, q, limit_t)
Fitting t+1...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.301877 | 0.038714 | 0.316836 | 0.783817 | -0.166358 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.148167 | 0.092167 | 0.162881 | 0.711256 | -0.261379 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.101818 | -0.25437 | 0.175449 | 1.058314 | -0.152445 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.125158 | -0.196642 | 0.544164 | 0.63041 | -0.163545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.021898 | -0.000869 | 0.162084 | 0.787943 | -0.324685 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.088034 | -0.17991 | 0.097443 | 1.026794 | -0.189187 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.175706 | -0.036626 | 0.409164 | 0.688959 | -0.299288 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.203836 | -0.042561 | 0.102518 | 1.022755 | -0.18841 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.144522 | -0.074469 | 0.071351 | 1.031934 | -0.213955 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.01616 | -0.241545 | -0.098127 | 1.254794 | -0.089729 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.189703 | -0.184517 | 0.63613 | 0.575962 | -0.090738 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.086647 | -0.061302 | 0.236679 | 0.788158 | -0.184932 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.294826 | -0.252478 | 0.423469 | 0.454519 | -0.017234 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033364 | -0.239709 | 0.502055 | 0.69789 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.066307 | -0.197416 | 0.487136 | 0.687737 | -0.124604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015932 | -0.166423 | 0.240362 | 0.848702 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.039973 | -0.112987 | 0.21494 | 0.843746 | -0.325048 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061307 | -0.197824 | 0.167681 | 0.994309 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.088042 | -0.162499 | 0.135918 | 0.983722 | -0.267892 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080071 | -0.155193 | 0.237343 | 0.907938 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.114298 | -0.112325 | 0.217573 | 0.892631 | -0.212397 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054032 | 0.094842 | 0.238382 | 0.609204 |
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| 1 | 2 | 3 | 4 | |
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| Weights | -0.240745 | 0.071801 | 0.265549 | 0.786356 | -0.258996 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.245072 | -0.111408 | 0.129108 | 0.683725 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.133255 | -0.087752 | 0.121056 | 0.729365 | -0.422583 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053653 | -0.156746 | 0.180478 | 0.906685 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.123206 | -0.107369 | 0.159914 | 0.882767 | -0.361075 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063273 | -0.211343 | 0.440294 | 0.752009 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.099052 | -0.164241 | 0.423635 | 0.73878 | -0.141511 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040329 | -0.014287 | 0.176309 | 0.811266 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.120498 | 0.044174 | 0.186722 | 0.785418 | -0.353181 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049439 | -0.244092 | 0.255596 | 0.968896 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.065716 | -0.202837 | 0.223726 | 0.960269 | -0.201199 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032799 | -0.357149 | 0.425715 | 0.911441 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.073303 | -0.270744 | 0.383116 | 0.886201 | -0.320964 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195576 | -0.099886 | 0.398822 | 0.794825 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.239855 | -0.037715 | 0.38998 | 0.763972 | -0.165905 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037229 | -0.371153 | 0.460452 | 0.836582 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.071011 | -0.317262 | 0.433307 | 0.818602 | -0.17001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187042 | -0.108681 | 0.179253 | 1.012636 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.205605 | -0.078573 | 0.175956 | 0.98897 | -0.134698 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068056 | -0.07185 | 0.216421 | 0.842565 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.124585 | -0.019001 | 0.207875 | 0.821345 | -0.276688 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04445 | 0.063898 | 0.055683 | 0.763813 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.024177 | 0.068577 | 0.060347 | 0.765694 | -0.067348 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180262 | -0.021293 | 0.266451 | 0.829585 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.225133 | 0.0257 | 0.268049 | 0.800734 | -0.186352 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224734 | -0.079961 | 0.329663 | 0.877935 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.268999 | -0.017243 | 0.327164 | 0.839998 | -0.192134 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02929 | -0.015031 | 0.279392 | 0.715913 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.083463 | 0.033797 | 0.282267 | 0.704928 | -0.189765 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.026334 | -0.363024 | 0.227977 | 1.061936 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037023 | -0.33153 | 0.200574 | 1.053697 | -0.139055 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002243 | -0.027064 | 0.152631 | 0.79091 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.12767 | 0.039184 | 0.17017 | 0.763699 | -0.49742 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.057708 | -0.333153 | 0.392261 | 0.839584 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.008998 | -0.245729 | 0.339785 | 0.834108 | -0.575118 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.052016 | -0.306889 | 0.171665 | 1.069804 | -0.029807 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.116192 | -0.001514 | 0.313628 | 0.65211 | -0.149456 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.150107 | -0.190587 | 0.482859 | 0.75449 | -0.356653 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.072836 | 0.048104 | 0.119557 | 0.706438 | -0.181515 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.030795 | -0.330126 | 0.278162 | 0.962032 | -0.304066 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.167693 | -0.084648 | 0.1885 | 0.938312 | -0.148482 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.112256 | -0.131521 | 0.358582 | 0.725623 | -0.288931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.119886 | -0.19531 | 0.470134 | 0.736827 | -0.410663 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.148551 | -0.12395 | 0.121619 | 1.029049 | -0.187315 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.21715 | 0.029926 | 0.209387 | 0.883788 | -0.268613 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.092604 | -0.124458 | 0.045978 | 1.058441 | -0.441629 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.051628 | -0.373133 | 0.326383 | 0.981791 | -0.133078 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.076562 | -0.188313 | 0.022454 | 1.121958 | -0.223574 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.187005 | 0.060758 | 0.153812 | 0.842738 | -0.197569 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.211001 | -0.033996 | 0.331802 | 0.762887 | -0.248164 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.18885 | -0.169137 | 0.435183 | 0.767721 | -0.237965 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.14547 | -0.181688 | 0.247049 | 0.972214 | -0.160744 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.198403 | 0.005669 | 0.132351 | 0.968149 | -0.096455 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.125805 | 0.074541 | 0.328114 | 0.688434 | -0.165194 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.086232 | -0.107208 | 0.290257 | 0.845548 | -0.322902 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.100056 | 0.028847 | 0.229485 | 0.6999 | -0.154419 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.001242 | -0.168467 | 0.224498 | 0.784924 | -0.281577 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.13144 | -0.10672 | 0.133096 | 0.984551 | -0.166427 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.246088 | -0.074707 | 0.230484 | 0.990064 | -0.113972 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.078912 | -0.332383 | 0.427828 | 0.899998 | -0.390933 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.242771 | 0.252635 | 0.290015 | 0.461954 | -0.180908 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.126122 | -0.137176 | 0.379529 | 0.778161 | -0.31423 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.217334 | -0.138652 | 0.337178 | 0.941781 | -0.13314 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.125075 | -0.0465 | 0.066545 | 1.035033 | -0.192757 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.036109 | -0.290595 | 0.41714 | 0.821511 | -0.488661 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.247944 | 0.032538 | 0.389033 | 0.621338 | -0.359554 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.140283 | 0.068241 | 0.150753 | 0.777097 | -0.219256 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.004412 | 0.052455 | 0.197276 | 0.673098 | -0.146068 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.092026 | -0.124083 | 0.248009 | 0.846103 | -0.240655 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.058143 | -0.085338 | 0.341347 | 0.678487 | -0.381237 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.243927 | 0.121957 | 0.162057 | 0.821824 | -0.385887 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.067013 | 0.012168 | 0.045926 | 0.855116 | -0.247175 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.072096 | -0.120639 | 0.361973 | 0.727671 | -0.247291 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.112807 | -0.269078 | 0.298553 | 0.950912 | -0.235257 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.148952 | -0.209598 | 0.248103 | 1.002227 | -0.103727 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.048901 | -0.055654 | 0.312304 | 0.709924 | -0.160983 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.188808 | -0.255025 | 0.407588 | 0.936099 | -0.15772 |
Predicting t+1... Fitting t+2...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.254636 | -0.011615 | 0.313347 | 0.817705 | 0.000061 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.113626 | 0.057161 | 0.146338 | 0.729677 | -0.068195 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.086988 | -0.290351 | 0.199644 | 1.071173 | 5.439773e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.075875 | -0.256593 | 0.55937 | 0.650343 | -0.000021 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.06034 | -0.042733 | 0.158567 | 0.787837 | 0.019613 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.07106 | -0.204757 | 0.120348 | 1.038701 | 4.872624e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.087702 | -0.142851 | 0.415319 | 0.736504 | -0.000037 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.185767 | -0.065845 | 0.101741 | 1.047308 | 0.000011 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.130318 | -0.096898 | 0.07831 | 1.05594 | -0.000008 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.021741 | -0.243899 | -0.08285 | 1.255366 | -1.866556e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.159622 | -0.222899 | 0.646866 | 0.590455 | -0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.033594 | -0.098014 | 0.244688 | 0.794028 | 0.00331 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.267315 | -0.254466 | 0.425735 | 0.448651 | -0.047955 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033364 | -0.239709 | 0.502055 | 0.69789 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.032153 | -0.239412 | 0.501508 | 0.697338 | 0.000014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015932 | -0.166423 | 0.240362 | 0.848702 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.019775 | -0.165988 | 0.239852 | 0.847845 | 0.00053 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.061307 | -0.197824 | 0.167681 | 0.994309 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.081853 | -0.154958 | 0.23765 | 0.906876 | -0.000042 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.054032 | 0.094842 | 0.238382 | 0.609204 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.082592 | 0.097988 | 0.238759 | 0.608189 | -0.036601 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.136526 | -0.028739 | 0.178496 | 0.911827 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.126732 | -0.025282 | 0.17619 | 0.883443 | 0.000812 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.036465 | -0.410082 | 0.254123 | 1.017688 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.032819 | -0.405976 | 0.255785 | 1.011497 | -2.227418e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.138808 | -0.140558 | 0.222161 | 0.9519 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.138788 | -0.140533 | 0.222153 | 0.951889 | 3.151968e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.101423 | -0.189763 | 0.264213 | 0.914141 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.10134 | -0.189758 | 0.264191 | 0.91412 | 6.829049e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.070986 | -0.254728 | 0.130418 | 1.075421 | -0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185295 | -0.016679 | -0.074843 | 1.191167 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.007934 | -0.300036 | 0.464586 | 0.755036 | -0.000013 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.004418 | -0.162062 | 0.325373 | 0.773807 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.008816 | -0.158626 | 0.320039 | 0.759477 | 0.001086 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.253484 | 0.068496 | 0.305645 | 0.809106 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.247916 | 0.069274 | 0.303829 | 0.803884 | 0.000412 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.123158 | -0.398028 | 0.343563 | 0.845513 | 0.000011 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.085934 | -0.380161 | 0.471132 | 0.929467 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.022663 | -0.364238 | 0.241989 | 1.040159 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.027619 | -0.361023 | 0.244441 | 1.032558 | -1.604474e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.100184 | -0.107912 | 0.18664 | 0.925849 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.097903 | -0.107553 | 0.18611 | 0.923297 | 0.000125 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.051285 | -0.216251 | 0.343799 | 0.839602 | -0.000033 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.053165 | 0.127732 | -0.018699 | 0.605235 | -0.218202 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030164 | -0.123085 | 0.301298 | 0.791196 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.051505 | 0.010284 | 0.142652 | 0.797204 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.075614 | 0.011114 | 0.14328 | 0.797217 | -0.024604 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095866 | -0.111411 | 0.232374 | 0.843406 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.039805 | -0.386263 | 0.324459 | 0.959719 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.039231 | -0.383401 | 0.324351 | 0.954838 | -2.903160e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035947 | -0.371006 | 0.345183 | 0.990275 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037671 | -0.368976 | 0.345991 | 0.984694 | -4.168638e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000588 | 0.001096 | 0.316104 | 0.615533 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.016002 | -0.000087 | 0.315776 | 0.615066 | 0.019497 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.117621 | 0.113051 | 0.004942 | 0.647582 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.043649 | 0.121971 | 0.014647 | 0.653718 | -0.100625 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.139885 | 0.094827 | 0.219763 | 0.740501 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.147886 | 0.095266 | 0.219995 | 0.740614 | -0.008013 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.150142 | -0.012396 | 0.204563 | 0.840102 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.145166 | -0.012059 | 0.203713 | 0.83694 | 0.002396 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131747 | -0.110322 | 0.28954 | 0.867265 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.131599 | -0.110305 | 0.289497 | 0.867236 | 0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.055366 | -0.559806 | 0.343571 | 1.066679 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.047936 | -0.552914 | 0.348289 | 1.054923 | -1.344317e-09 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.04913 | -0.06709 | 0.20988 | 0.805025 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.048196 | -0.067055 | 0.209819 | 0.804991 | 0.000536 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064604 | -0.19958 | 0.154244 | 1.043617 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.172991 | -0.207963 | 0.384723 | 0.898429 | -1.728328e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.280663 | 0.076554 | 0.075619 | 0.503552 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.185199 | 0.106234 | 0.085916 | 0.481761 | -0.214392 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.060199 | -0.109318 | 0.389158 | 0.671495 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.064955 | -0.32729 | 0.273072 | 0.924667 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.06482 | -0.324724 | 0.273439 | 0.922103 | -0.000007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.217135 | 0.108121 | 0.38163 | 0.611587 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.205546 | 0.108438 | 0.380653 | 0.610152 | 0.009574 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.046668 | 0.254702 | -0.008694 | 0.567613 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.061191 | 0.272465 | -0.002057 | 0.548291 | -0.169499 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144928 | -0.148965 | 0.15578 | 1.064264 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.14503 | -0.14895 | 0.155849 | 1.064223 | -8.624463e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.102255 | -0.094667 | 0.168106 | 0.722174 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.089871 | -0.094563 | 0.16823 | 0.722266 | -0.01384 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.007507 | -0.309365 | 0.068561 | 1.122165 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.007479 | -0.309363 | 0.068584 | 1.122088 | 3.492112e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.056488 | -0.093323 | 0.301315 | 0.759553 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.055406 | -0.093216 | 0.301194 | 0.75948 | 0.000444 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.088228 | -0.108627 | 0.095778 | 1.018565 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.085658 | -0.10831 | 0.095455 | 1.013742 | 0.000093 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.118567 | 0.115323 | 0.059806 | 0.608699 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.001853 | 0.137998 | 0.065865 | 0.580176 | -0.203331 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.202978 | -0.116824 | 0.268232 | 0.583766 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.122604 | -0.106718 | 0.266268 | 0.570494 | -0.132863 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.207456 | 0.030362 | 0.349792 | 0.726016 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.199598 | 0.03219 | 0.34699 | 0.716147 | 0.001768 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.107526 | 0.034438 | -0.100424 | 0.865525 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.067897 | 0.034951 | -0.097874 | 0.865645 | -0.058683 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06008 | -0.23499 | 0.064896 | 1.127952 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.062067 | -0.233898 | 0.065843 | 1.126185 | -0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214086 | -0.064483 | 0.353301 | 0.786902 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.21361 | -0.064391 | 0.353125 | 0.785558 | 0.000062 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.11463 | -0.124054 | -0.082009 | 1.240807 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.117173 | -0.122686 | -0.080303 | 1.237977 | -0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.051376 | 0.014064 | 0.042212 | 0.812644 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.010323 | 0.016558 | 0.042516 | 0.806598 | -0.090978 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.014391 | -0.274008 | 0.012119 | 1.158152 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.015299 | -0.273621 | 0.012726 | 1.157169 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.148375 | 0.06181 | 0.358565 | 0.615264 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.139379 | 0.061877 | 0.358061 | 0.614638 | 0.007896 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.194388 | -0.182617 | 0.506295 | 0.773552 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.19471 | -0.182612 | 0.506417 | 0.773505 | -2.268206e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.099093 | -0.024259 | -0.100024 | 1.13517 |
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|---|---|---|---|---|---|
| Weights | -0.103085 | -0.023504 | -0.099509 | 1.134698 | -0.001126 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140298 | -0.083588 | 0.348142 | 0.721826 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.1393 | -0.083485 | 0.347675 | 0.719995 | 0.000986 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.000159 | 0.000057 | 0.321995 | 0.602528 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.054788 | -0.004346 | 0.319551 | 0.598577 | 0.06465 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.313583 | 0.032354 | 0.036196 | 0.393361 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.129086 | 0.049973 | 0.040998 | 0.385598 | -0.254496 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033068 | -0.340202 | 0.600944 | 0.706937 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.034212 | -0.339159 | 0.600562 | 0.703731 | -0.000001 |
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|---|---|---|---|---|
| Weights | -0.231421 | -0.092669 | 0.371942 | 0.87992 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.234148 | -0.089728 | 0.372387 | 0.8683 | 8.731991e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.170143 | -0.145339 | 0.233367 | 0.976749 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.170227 | -0.14495 | 0.233397 | 0.975609 | 0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.010278 | -0.010987 | 0.273435 | 0.612782 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.035547 | -0.010337 | 0.273772 | 0.612895 | -0.026481 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.156512 | -0.09238 | 0.328982 | 0.820704 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.155816 | -0.092271 | 0.328757 | 0.820362 | 0.000022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.004969 | -0.458166 | 0.406672 | 0.938217 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.001399 | -0.455959 | 0.407874 | 0.932757 | -4.640316e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08685 | -0.041725 | -0.073327 | 1.100163 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.087505 | -0.041646 | -0.073257 | 1.100162 | -0.000296 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.082665 | -0.067993 | -0.019753 | 0.882192 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.096108 | -0.066804 | -0.017451 | 0.864568 | -0.204843 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.173816 | -0.125638 | 0.145103 | 1.053924 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.173965 | -0.12503 | 0.14537 | 1.052304 | 0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.034862 | -0.347491 | 0.267008 | 0.990461 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037153 | -0.346382 | 0.267973 | 0.98779 | -4.103851e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.202948 | -0.05138 | 0.256593 | 0.906465 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.202492 | -0.049914 | 0.255917 | 0.900322 | 0.000021 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.111722 | -0.078554 | 0.276436 | 0.806268 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.112412 | -0.078643 | 0.276524 | 0.806282 | -0.000121 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.127425 | -0.2547 | 0.324727 | 0.949023 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.129009 | -0.254059 | 0.325513 | 0.947331 | -2.526468e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.036441 | -0.147237 | 0.376229 | 0.700271 |
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|---|---|---|---|---|---|
| Weights | -0.036587 | -0.147269 | 0.376246 | 0.700272 | -0.000037 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.001857 | -0.369751 | 0.133213 | 1.143233 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.010257 | -0.499282 | 0.366416 | 1.01717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.003559 | -0.494542 | 0.36954 | 1.007735 | -6.155838e-09 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.174195 | -0.109095 | 0.2964 | 0.859678 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.173972 | -0.108614 | 0.296038 | 0.858331 | 0.00002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05009 | -0.178747 | 0.314264 | 0.865257 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.042451 | -0.173941 | 0.311391 | 0.852782 | -0.00007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068862 | -0.284481 | 0.388201 | 0.842867 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.070432 | -0.284034 | 0.388393 | 0.841145 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047376 | -0.222041 | 0.304954 | 0.869161 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.049243 | -0.221697 | 0.305486 | 0.866921 | -0.000018 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.146824 | -0.275863 | 0.269877 | 1.048894 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.061878 | -0.281002 | 0.469402 | 0.787774 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.030119 | -0.474421 | 0.553313 | 0.852234 | -1.305727e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.031205 | -0.31744 | 0.479283 | 0.786598 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.056695 | -0.017558 | 0.120864 | 0.834423 | 0.003517 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.119971 | 0.019933 | 0.254928 | 0.767227 | 0.011197 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.2166 | -0.066525 | 0.325894 | 0.825172 | -0.00001 |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.063442 | -0.119702 | 0.168574 | 0.880942 | -0.000014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.202285 | 0.009251 | 0.187083 | 0.924357 | 0.000127 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08164 | -0.116078 | 0.343197 | 0.786344 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.075242 | -0.131763 | 0.221482 | 0.890717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.072735 | -0.130983 | 0.220493 | 0.885859 | 0.000202 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068986 | -0.028425 | 0.320641 | 0.627344 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.099821 | -0.028652 | 0.321506 | 0.627091 | -0.027132 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.060834 | -0.215924 | 0.224918 | 0.916893 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.060683 | -0.21593 | 0.224877 | 0.916876 | 0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.091637 | -0.310991 | 0.271896 | 0.852402 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.093369 | -0.310726 | 0.271435 | 0.851931 | 0.000078 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.210401 | 0.005046 | 0.215832 | 0.866152 |
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|---|---|---|---|---|---|
| Weights | -0.209975 | 0.005008 | 0.215778 | 0.86607 | 0.000083 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.017376 | -0.19665 | 0.259883 | 0.842372 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.016168 | -0.196456 | 0.259586 | 0.841969 | 0.000135 |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.080526 | 0.15308 | 0.030096 | 0.690539 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.114153 | -0.132032 | 0.283141 | 0.876998 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.018126 | -0.327098 | 0.336516 | 0.909628 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.019557 | -0.326595 | 0.336869 | 0.907825 | -0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.193591 | 0.182285 | 0.049013 | 0.493012 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.092921 | 0.210513 | 0.061979 | 0.476493 | -0.190929 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144758 | -0.147211 | 0.23333 | 0.955593 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.145383 | -0.146552 | 0.233574 | 0.952878 | 0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.067341 | -0.261541 | 0.271173 | 0.983236 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.066428 | -0.260839 | 0.270789 | 0.980559 | 3.720091e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.16143 | 0.020023 | 0.100289 | 0.952162 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.158256 | 0.019888 | 0.099992 | 0.951041 | 0.00074 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.097577 | -0.406603 | 0.420521 | 0.816355 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.098313 | -0.404223 | 0.418996 | 0.810248 | -0.000006 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129531 | -0.047099 | 0.209134 | 0.929257 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.121877 | -0.046156 | 0.207078 | 0.922596 | 0.000085 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.103135 | -0.349689 | 0.353397 | 0.982907 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.106345 | -0.347046 | 0.354717 | 0.978773 | -2.944708e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.024491 | -0.172015 | 0.233097 | 0.917904 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.014513 | -0.168755 | 0.230488 | 0.906772 | -0.000149 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.024492 | -0.06428 | 0.278425 | 0.669044 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.073336 | -0.065847 | 0.275927 | 0.664922 | 0.051224 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015033 | -0.168414 | 0.214371 | 0.868737 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.014076 | -0.168417 | 0.21444 | 0.868569 | -0.0003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118449 | -0.236705 | 0.163722 | 1.085047 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.119062 | -0.236411 | 0.164097 | 1.084449 | -9.835116e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.13618 | -0.043511 | 0.238105 | 0.868153 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.127001 | -0.042112 | 0.235219 | 0.856053 | 0.000399 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.123087 | -0.172625 | 0.298519 | 0.880914 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.122884 | -0.172631 | 0.298444 | 0.880793 | 0.000003 |
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|---|---|---|---|---|
| Weights | -0.135197 | -0.166029 | 0.241105 | 0.954836 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.137272 | -0.165215 | 0.242212 | 0.951271 | -0.000006 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.005223 | -0.168892 | 0.367337 | 0.683269 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.000058 | -0.169316 | 0.367643 | 0.682223 | -0.0028 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093757 | -0.061781 | 0.219476 | 0.841735 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.085631 | -0.060392 | 0.217367 | 0.831868 | 0.001932 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.0473 | -0.257459 | 0.333606 | 0.907321 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.047954 | -0.256583 | 0.333464 | 0.90332 | -0.000003 |
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|---|---|---|---|---|
| Weights | -0.18871 | 0.051217 | -0.058647 | 1.107192 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.185184 | 0.050723 | -0.05874 | 1.105102 | 0.000718 |
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|---|---|---|---|---|
| Weights | -0.012666 | -0.372996 | 0.494787 | 0.807934 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.015269 | -0.371095 | 0.49512 | 0.802381 | -6.655557e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.198087 | -0.100607 | 0.285524 | 0.922427 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.200417 | -0.098307 | 0.286276 | 0.91395 | 0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037168 | -0.240259 | 0.19016 | 0.998595 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037881 | -0.240153 | 0.190378 | 0.998136 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.10371 | -0.262809 | 0.371145 | 0.678856 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.106186 | -0.262346 | 0.370833 | 0.678863 | 0.000945 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15825 | -0.076183 | 0.298341 | 0.855888 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.157286 | -0.072759 | 0.295572 | 0.833764 | 0.000058 |
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|---|---|---|---|---|
| Weights | -0.17039 | -0.017288 | 0.305664 | 0.785368 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.166331 | -0.016153 | 0.303784 | 0.776806 | 0.00061 |
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|---|---|---|---|---|
| Weights | -0.032295 | -0.09653 | 0.340541 | 0.677644 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.023415 | -0.096226 | 0.339629 | 0.676349 | 0.006852 |
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|---|---|---|---|---|
| Weights | -0.012808 | -0.052476 | 0.28308 | 0.717141 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.034333 | -0.050166 | 0.279645 | 0.709782 | 0.036295 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.128861 | -0.215211 | 0.118351 | 1.113698 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.130008 | -0.214613 | 0.118968 | 1.11266 | -2.112456e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.098565 | -0.06401 | 0.12425 | 0.919392 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.100304 | -0.063945 | 0.124411 | 0.919289 | -0.000634 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.14249 | 0.102455 | 0.066075 | 0.912533 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.155477 | 0.10309 | 0.066418 | 0.912309 | -0.012593 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.065655 | -0.285342 | 0.304309 | 0.865765 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.06933 | -0.282834 | 0.302963 | 0.859881 | -0.000073 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.073317 | -0.280684 | 0.32631 | 0.940181 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.075607 | -0.277747 | 0.328143 | 0.930781 | -7.810685e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142418 | 0.038219 | 0.085639 | 0.943043 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.133635 | 0.037961 | 0.085024 | 0.940249 | 0.004023 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.207308 | -0.041345 | 0.335196 | 0.814874 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.206774 | -0.041228 | 0.33501 | 0.814488 | 0.00002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.028374 | -0.226345 | 0.491865 | 0.692961 |
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|---|---|---|---|---|---|
| Weights | -0.023144 | -0.223862 | 0.488214 | 0.685886 | -0.000139 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.080706 | -0.158375 | 0.200527 | 0.960518 |
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|---|---|---|---|---|---|
| Weights | -0.078814 | -0.156799 | 0.201713 | 0.954561 | -0.00004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.016394 | -0.124353 | 0.319456 | 0.769229 |
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|---|---|---|---|---|---|
| Weights | -0.009703 | -0.123483 | 0.318172 | 0.766946 | 0.001121 |
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140065 | -0.140432 | 0.265255 | 0.950562 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.13522 | -0.139731 | 0.264373 | 0.943707 | -0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.104139 | -0.107252 | 0.229987 | 0.880197 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.105355 | -0.106632 | 0.230135 | 0.877615 | -0.000223 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195781 | -0.069816 | 0.216669 | 0.94942 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.195401 | -0.069811 | 0.216578 | 0.949149 | 0.000004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.214544 | -0.128757 | 0.256784 | 0.997251 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.21518 | -0.128576 | 0.257128 | 0.996751 | -1.912605e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.16037 | -0.11492 | 0.153685 | 1.023577 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.160326 | -0.114925 | 0.153713 | 1.023541 | 3.775055e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.221777 | -0.163819 | 0.326647 | 0.960096 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.223177 | -0.162745 | 0.327266 | 0.956916 | 1.049682e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.089778 | -0.135533 | 0.201065 | 0.905062 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.089085 | -0.13549 | 0.200933 | 0.904677 | 0.000071 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.125584 | -0.181293 | 0.013866 | 1.213356 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.127197 | -0.180397 | 0.014874 | 1.211839 | -1.284274e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.019365 | -0.11979 | 0.245406 | 0.80118 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.022101 | -0.119602 | 0.245588 | 0.800705 | -0.001803 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.163535 | -0.143294 | 0.282095 | 0.937828 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.164926 | -0.142902 | 0.283041 | 0.934884 | -0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.041833 | -0.240699 | 0.327058 | 0.899733 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.202506 | -0.193725 | 0.381367 | 0.900893 | 9.854646e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.209257 | -0.135404 | 0.453972 | 0.747881 | -0.000009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.101318 | -0.373463 | 0.638647 | 0.561241 | 0.000031 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.064857 | -0.057518 | 0.321597 | 0.737255 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.064465 | -0.057506 | 0.321569 | 0.737223 | 0.000283 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.16209 | 0.031063 | -0.004958 | 0.53419 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.258893 | 0.027865 | -0.007895 | 0.530832 | 0.115301 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.007009 | -0.284014 | 0.384888 | 0.79564 | 3.610072e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| Weights | -0.107283 | -0.119921 | 0.258369 | 0.878491 | -6.300095e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.040194 | -0.35075 | 0.466152 | 0.818988 | -7.866112e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.22857 | -0.063015 | 0.233969 | 0.967653 | -2.597408e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.118069 | -0.124676 | 0.246438 | 0.950612 | -9.365548e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.093605 | -0.006906 | 0.102649 | 0.876906 |
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|---|---|---|---|---|---|
| Weights | -0.101215 | -0.006399 | 0.103176 | 0.876973 | -0.006772 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129545 | -0.023044 | 0.18386 | 0.844481 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.125599 | -0.023172 | 0.18338 | 0.843398 | 0.003339 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.092807 | -0.131776 | 0.282139 | 0.89545 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.087124 | -0.131322 | 0.280401 | 0.889879 | -0.000032 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.009498 | -0.311705 | 0.412706 | 0.824386 |
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|---|---|---|---|---|---|
| Weights | -0.012622 | -0.308275 | 0.413787 | 0.818636 | -0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.126777 | -0.117139 | 0.322148 | 0.820003 | 0.000065 |
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.163844 | -0.162454 | 0.331143 | 0.867394 | -0.000009 |
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|---|---|---|---|---|
| Weights | 0.010511 | 0.052463 | 0.053912 | 0.704616 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.029406 | 0.05152 | 0.053517 | 0.704268 | 0.025151 |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.013013 | -0.317016 | 0.426181 | 0.842591 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.012078 | -0.316855 | 0.425633 | 0.842049 | 7.291581e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.159968 | -0.172638 | 0.334498 | 0.881469 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.160209 | -0.172606 | 0.334575 | 0.881311 | -8.056286e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037341 | 0.013818 | 0.223824 | 0.635338 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.177791 | 0.017895 | 0.22457 | 0.631028 | -0.148903 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.100711 | -0.191716 | 0.329805 | 0.692442 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.12667 | -0.187924 | 0.326782 | 0.689106 | 0.015979 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.208243 | -0.148594 | 0.549474 | 0.67443 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.208918 | -0.148639 | 0.550105 | 0.673788 | -0.000005 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.141898 | -0.110924 | 0.232945 | 0.927262 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.142419 | -0.109924 | 0.233124 | 0.921883 | 0.000022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.381675 | 0.062528 | 0.063654 | 0.421444 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.28807 | 0.092933 | 0.079022 | 0.40785 | -0.219932 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.029428 | -0.45095 | 0.512332 | 0.853102 |
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|---|---|---|---|---|---|
| Weights | 0.029212 | -0.449299 | 0.512024 | 0.849362 | -6.726145e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032708 | -0.262768 | 0.405787 | 0.806008 |
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|---|---|---|---|---|---|
| Weights | -0.033176 | -0.26281 | 0.40592 | 0.805944 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.083386 | -0.227836 | 0.200279 | 1.03655 |
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|---|---|---|---|---|---|
| Weights | -0.085911 | -0.225948 | 0.201311 | 1.032386 | -8.863364e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.015592 | -0.129297 | 0.162262 | 0.860778 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.0153 | -0.1293 | 0.162288 | 0.860776 | -0.000166 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.025628 | -0.33195 | 0.415192 | 0.805635 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.0252 | -0.33178 | 0.415224 | 0.80494 | -0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.053593 | 0.12952 | 0.066834 | 0.606904 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.015461 | 0.136383 | 0.068805 | 0.602446 | -0.093771 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035522 | -0.112468 | 0.319545 | 0.772909 |
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|---|---|---|---|---|---|
| Weights | -0.032388 | -0.110198 | 0.31709 | 0.768639 | -0.002372 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.090998 | -0.277814 | 0.439076 | 0.858399 |
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|---|---|---|---|---|---|
| Weights | -0.091032 | -0.277813 | 0.439089 | 0.858403 | -9.879678e-09 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.178236 | -0.155317 | 0.165772 | 1.076691 |
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|---|---|---|---|---|---|
| Weights | -0.178938 | -0.155028 | 0.166036 | 1.076313 | -1.406621e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.03619 | -0.406361 | 0.481499 | 0.863265 |
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|---|---|---|---|---|---|
| Weights | -0.036214 | -0.40636 | 0.481507 | 0.863261 | -2.029819e-09 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.133475 | -0.06212 | 0.189467 | 0.9403 |
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|---|---|---|---|---|---|
| Weights | -0.130915 | -0.061487 | 0.188941 | 0.93526 | -0.000211 |
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|---|---|---|---|---|
| Weights | -0.172166 | -0.05671 | 0.170552 | 0.962851 |
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|---|---|---|---|---|---|
| Weights | -0.173472 | -0.055453 | 0.171112 | 0.954132 | 0.000052 |
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|---|---|---|---|---|
| Weights | -0.00556 | -0.395592 | 0.505087 | 0.830839 |
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|---|---|---|---|---|---|
| Weights | -0.005142 | -0.392605 | 0.504347 | 0.826209 | -1.672063e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.000324 | 0.01582 | 0.15117 | 0.694887 |
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|---|---|---|---|---|---|
| Weights | 0.100203 | 0.01045 | 0.147668 | 0.687268 | 0.118364 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.128607 | -0.114295 | 0.245675 | 0.676194 |
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|---|---|---|---|---|---|
| Weights | 0.083973 | -0.113835 | 0.246086 | 0.675225 | -0.053736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.137674 | -0.072332 | 0.140423 | 0.960372 |
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|---|---|---|---|---|---|
| Weights | -0.1366 | -0.072197 | 0.140109 | 0.958542 | 0.000143 |
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|---|---|---|---|---|
| Weights | 0.024927 | -0.328772 | 0.376807 | 0.868938 |
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|---|---|---|---|---|---|
| Weights | 0.025376 | -0.32734 | 0.376558 | 0.865253 | -0.000003 |
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|---|---|---|---|---|
| Weights | -0.185035 | -0.036549 | 0.217049 | 0.916408 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.182261 | -0.036314 | 0.216302 | 0.911578 | 0.000075 |
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|---|---|---|---|---|
| Weights | -0.243279 | -0.045304 | 0.310472 | 0.889702 |
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|---|---|---|---|---|---|
| Weights | -0.24354 | -0.045276 | 0.310552 | 0.889718 | -9.022049e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.022376 | -0.132982 | 0.280192 | 0.818175 |
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|---|---|---|---|---|---|
| Weights | -0.009841 | -0.130839 | 0.276984 | 0.810569 | 0.000949 |
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|---|---|---|---|---|
| Weights | -0.182001 | -0.180653 | 0.320769 | 0.925469 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.18191 | -0.180567 | 0.320662 | 0.925139 | 3.034999e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.069672 | -0.105255 | 0.324256 | 0.781141 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.06724 | -0.104915 | 0.323814 | 0.780715 | 0.000223 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.016895 | -0.23254 | 0.153256 | 0.958345 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.016654 | -0.232532 | 0.153202 | 0.9583 | 0.000018 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.022481 | -0.131577 | 0.21244 | 0.760523 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.015135 | -0.131652 | 0.212883 | 0.760569 | -0.00599 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.248839 | -0.142512 | 0.462355 | 0.841014 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.248384 | -0.142164 | 0.46212 | 0.840271 | 1.082554e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.004716 | -0.273489 | 0.594216 | 0.588842 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.00342 | -0.273901 | 0.59427 | 0.588176 | -0.00007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.121799 | 0.023751 | 0.167091 | 0.856263 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.110823 | 0.024177 | 0.166227 | 0.853858 | 0.005082 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.095559 | -0.27724 | 0.229249 | 1.051423 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.095622 | -0.277098 | 0.229281 | 1.051088 | 2.730295e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124513 | -0.065585 | 0.129546 | 0.959842 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.122336 | -0.065621 | 0.129356 | 0.958693 | 0.0002 |
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|---|---|---|---|---|
| Weights | -0.039269 | -0.211149 | 0.208379 | 0.955195 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.038965 | -0.21118 | 0.208295 | 0.955168 | 0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15437 | -0.128932 | 0.363735 | 0.810107 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.154678 | -0.128447 | 0.363247 | 0.806817 | 0.000022 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176825 | 0.003974 | 0.257393 | 0.82991 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.174372 | 0.007799 | 0.256395 | 0.806625 | 0.001038 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.245072 | -0.111408 | 0.129108 | 0.683725 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.170721 | -0.102293 | 0.128428 | 0.657088 | -0.165438 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053653 | -0.156746 | 0.180478 | 0.906685 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.05272 | -0.156728 | 0.180307 | 0.906445 | 0.000124 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063273 | -0.211343 | 0.440294 | 0.752009 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.061186 | -0.210283 | 0.438869 | 0.748067 | 0.00002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040329 | -0.014287 | 0.176309 | 0.811266 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.029708 | -0.014806 | 0.172032 | 0.798049 | 0.061511 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049439 | -0.244092 | 0.255596 | 0.968896 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.049387 | -0.24401 | 0.255513 | 0.968839 | 2.476056e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032799 | -0.357149 | 0.425715 | 0.911441 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.03313 | -0.356887 | 0.425797 | 0.910616 | -4.736049e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195576 | -0.099886 | 0.398822 | 0.794825 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.196446 | -0.099627 | 0.398725 | 0.79421 | -0.000009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037229 | -0.371153 | 0.460452 | 0.836582 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.041919 | -0.367756 | 0.461552 | 0.83017 | -4.965813e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187042 | -0.108681 | 0.179253 | 1.012636 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.187502 | -0.107506 | 0.179036 | 1.010247 | 0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068056 | -0.07185 | 0.216421 | 0.842565 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.071081 | -0.071842 | 0.216877 | 0.841811 | -0.001374 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04445 | 0.063898 | 0.055683 | 0.763813 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.00008 | 0.069642 | 0.058882 | 0.760269 | -0.072687 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180262 | -0.021293 | 0.266451 | 0.829585 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.180755 | -0.021351 | 0.266529 | 0.829506 | -0.000087 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224734 | -0.079961 | 0.329663 | 0.877935 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.224196 | -0.079986 | 0.329576 | 0.877637 | 0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02929 | -0.015031 | 0.279392 | 0.715913 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.086448 | -0.013463 | 0.269811 | 0.688756 | 0.102377 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.026334 | -0.363024 | 0.227977 | 1.061936 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.030569 | -0.359871 | 0.230335 | 1.055604 | -8.630916e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002243 | -0.027064 | 0.152631 | 0.79091 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.002967 | -0.027074 | 0.152613 | 0.790894 | 0.000734 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.057708 | -0.333153 | 0.392261 | 0.839584 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.066748 | -0.32778 | 0.387241 | 0.829831 | -0.00001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.052601 | -0.311745 | 0.179703 | 1.06675 | -3.192149e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.05232 | -0.040634 | 0.315056 | 0.662472 | 0.006838 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.071439 | -0.308351 | 0.515292 | 0.791663 | -5.554768e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.013681 | 0.031443 | 0.114247 | 0.710809 | -0.007972 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.006646 | -0.390829 | 0.336667 | 0.965322 | -1.201462e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.145047 | -0.114861 | 0.197522 | 0.956223 | 0.000008 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.028854 | -0.206773 | 0.378856 | 0.747586 | 0.000032 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.029774 | -0.319001 | 0.503695 | 0.773846 | -0.000002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.132435 | -0.153085 | 0.136198 | 1.047561 | -0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.164216 | -0.023051 | 0.202122 | 0.911153 | 0.000132 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.080163 | -0.146908 | 0.080174 | 1.07235 | -0.000016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.039208 | -0.410894 | 0.357425 | 0.986719 | -1.993238e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.072827 | -0.208737 | 0.047846 | 1.135678 | -7.690663e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.145868 | 0.028182 | 0.145474 | 0.871216 | -0.000768 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.142505 | -0.110064 | 0.34064 | 0.799635 | 0.000014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.126316 | -0.257631 | 0.456674 | 0.80554 | -0.000001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.124427 | -0.224464 | 0.266543 | 0.990426 | -3.202499e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.191191 | -0.006152 | 0.132223 | 0.981612 | -0.000082 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.066549 | 0.024874 | 0.323162 | 0.704346 | 0.005317 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.028485 | -0.180302 | 0.312807 | 0.857073 | -0.000049 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.013664 | -0.004724 | 0.223406 | 0.702286 | 0.065991 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.078465 | -0.208022 | 0.252743 | 0.774405 | 0.005234 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.113043 | -0.131753 | 0.146783 | 0.997559 | 0.000014 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.228715 | -0.106483 | 0.232049 | 1.012569 | -1.672705e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.036185 | -0.443327 | 0.498413 | 0.921723 | -4.003673e-09 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.221546 | 0.211324 | 0.272911 | 0.482824 | -0.094931 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.05486 | -0.228077 | 0.406301 | 0.80063 | 0.000009 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.194244 | -0.185635 | 0.348933 | 0.960569 | -1.125158e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.117551 | -0.060663 | 0.073649 | 1.044939 | -0.000131 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.026923 | -0.386954 | 0.471549 | 0.83452 | -5.347072e-07 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.103061 | -0.077729 | 0.387859 | 0.664033 | 0.002255 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.061441 | 0.038001 | 0.138643 | 0.795807 | 0.017018 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.014199 | 0.040462 | 0.190223 | 0.658052 | -0.119519 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.047713 | -0.174156 | 0.269185 | 0.86047 | -0.00004 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.062658 | -0.171302 | 0.356832 | 0.685638 | 0.004283 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.146118 | 0.067849 | 0.118909 | 0.878384 | 0.008756 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.052657 | 0.000501 | 0.038835 | 0.852898 | 0.079164 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.009658 | -0.191009 | 0.378672 | 0.744854 | -0.000244 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.080023 | -0.334184 | 0.336141 | 0.971368 | -4.512022e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.136193 | -0.239415 | 0.263134 | 1.012878 | 9.899304e-08 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.017614 | -0.09403 | 0.316802 | 0.71031 | 0.01011 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.158239 | -0.320211 | 0.430375 | 0.960793 | -1.685959e-09 |
Predicting t+2... Fitting t+3...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.254538 | -0.01159 | 0.313325 | 0.81769 | 0.000088 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037798 | 0.052954 | 0.144364 | 0.730743 | 0.018338 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.094466 | -0.289343 | 0.200697 | 1.071838 | -0.005524 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.063476 | -0.256628 | 0.559118 | 0.651717 | 0.009897 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.027921 | -0.039665 | 0.158463 | 0.788225 | -0.029695 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.093367 | -0.202654 | 0.122466 | 1.038244 | -0.018606 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.080332 | -0.14243 | 0.414505 | 0.735961 | 0.004165 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.184824 | -0.065915 | 0.101614 | 1.046919 | 0.000154 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.13109 | -0.096844 | 0.078422 | 1.056038 | -0.000368 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.012772 | -0.244325 | -0.083187 | 1.255003 | 0.008755 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.161359 | -0.222991 | 0.647227 | 0.591085 | -0.001553 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.075278 | -0.096766 | 0.247025 | 0.796713 | -0.036777 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.236161 | -0.233529 | 0.428149 | 0.445412 | -0.124926 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.11906 | 0.022398 | 0.358198 | 0.647985 | 0.006922 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.140065 | -0.140432 | 0.265255 | 0.950562 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| Weights | -0.159424 | -0.114912 | 0.153676 | 1.022938 | 0.000191 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | 0.029428 | -0.45095 | 0.512332 | 0.853102 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | 0.025628 | -0.33195 | 0.415192 | 0.805635 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | 0.053593 | 0.12952 | 0.066834 | 0.606904 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | -0.000324 | 0.01582 | 0.15117 | 0.694887 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | 0.128607 | -0.114295 | 0.245675 | 0.676194 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | 0.024927 | -0.328772 | 0.376807 | 0.868938 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | -0.243465 | -0.045292 | 0.310528 | 0.889728 | -0.000002 |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
| Weights | -0.016895 | -0.23254 | 0.153256 | 0.958345 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.065064 | -0.233209 | 0.152441 | 0.954942 | 0.084021 |
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|---|---|---|---|---|
| Weights | 0.022481 | -0.131577 | 0.21244 | 0.760523 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.027466 | -0.131723 | 0.21248 | 0.760436 | 0.005875 |
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|---|---|---|---|---|
| Weights | -0.248839 | -0.142512 | 0.462355 | 0.841014 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
| Weights | 0.000594 | -0.273319 | 0.594132 | 0.588867 | -0.004569 |
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|---|---|---|---|---|
| Weights | -0.121799 | 0.023751 | 0.167091 | 0.856263 |
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.018269 | -0.211788 | 0.207181 | 0.954085 | 0.01868 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15437 | -0.128932 | 0.363735 | 0.810107 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.150678 | -0.128475 | 0.36275 | 0.807714 | 0.001588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176825 | 0.003974 | 0.257393 | 0.82991 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.174908 | 0.007808 | 0.256503 | 0.806648 | 0.000889 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.245072 | -0.111408 | 0.129108 | 0.683725 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.178133 | -0.087899 | 0.128602 | 0.648303 | -0.195988 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053653 | -0.156746 | 0.180478 | 0.906685 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.065968 | -0.156202 | 0.181046 | 0.906895 | -0.011585 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063273 | -0.211343 | 0.440294 | 0.752009 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.078432 | -0.211418 | 0.441422 | 0.751666 | -0.011723 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040329 | -0.014287 | 0.176309 | 0.811266 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.046 | -0.015916 | 0.171847 | 0.797778 | 0.082509 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049439 | -0.244092 | 0.255596 | 0.968896 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.038993 | -0.244601 | 0.254807 | 0.96782 | 0.010059 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032799 | -0.357149 | 0.425715 | 0.911441 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.001585 | -0.356549 | 0.421867 | 0.906827 | 0.027583 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195576 | -0.099886 | 0.398822 | 0.794825 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.196164 | -0.099906 | 0.398884 | 0.79487 | -0.000072 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037229 | -0.371153 | 0.460452 | 0.836582 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.029413 | -0.371445 | 0.460077 | 0.836311 | 0.007632 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187042 | -0.108681 | 0.179253 | 1.012636 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.186233 | -0.107632 | 0.178904 | 1.009649 | 0.00016 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068056 | -0.07185 | 0.216421 | 0.842565 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.052855 | -0.072064 | 0.215238 | 0.841179 | 0.012338 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04445 | 0.063898 | 0.055683 | 0.763813 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.011113 | 0.068285 | 0.058273 | 0.76109 | -0.076168 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180262 | -0.021293 | 0.266451 | 0.829585 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.181157 | -0.021353 | 0.266583 | 0.829451 | -0.000243 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224734 | -0.079961 | 0.329663 | 0.877935 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.22365 | -0.079953 | 0.329431 | 0.8774 | 0.000023 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02929 | -0.015031 | 0.279392 | 0.715913 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.075497 | -0.017521 | 0.272821 | 0.698632 | 0.106044 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.026334 | -0.363024 | 0.227977 | 1.061936 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.001354 | -0.363806 | 0.22717 | 1.059606 | 0.028516 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002243 | -0.027064 | 0.152631 | 0.79091 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.03192 | -0.025882 | 0.152863 | 0.790484 | -0.039443 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.057708 | -0.333153 | 0.392261 | 0.839584 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.033865 | -0.326294 | 0.379504 | 0.8306 | -0.062398 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.036908 | -0.314413 | 0.176729 | 1.070865 | 0.011406 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.026242 | -0.041571 | 0.314079 | 0.660881 | 0.033787 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.059597 | -0.312501 | 0.513712 | 0.797826 | 0.007575 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.010327 | 0.030795 | 0.113889 | 0.710524 | 0.018469 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.039802 | -0.394752 | 0.336936 | 0.970018 | 0.049003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.143223 | -0.114933 | 0.197204 | 0.955757 | 0.000829 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.022916 | -0.207078 | 0.378795 | 0.747469 | 0.006641 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.006669 | -0.321055 | 0.502022 | 0.775916 | 0.034007 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.136505 | -0.152381 | 0.137087 | 1.047219 | -0.001545 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.16287 | -0.023101 | 0.201945 | 0.911396 | 0.00033 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.081897 | -0.146955 | 0.080126 | 1.073511 | -0.001809 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.023948 | -0.414383 | 0.354643 | 0.991115 | 0.011087 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.085404 | -0.206915 | 0.049403 | 1.135457 | -0.009695 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.145247 | 0.028162 | 0.145445 | 0.871193 | -0.000277 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.143114 | -0.110103 | 0.340766 | 0.799704 | -0.00015 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.132439 | -0.257889 | 0.457804 | 0.807222 | -0.004588 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.122033 | -0.224533 | 0.265938 | 0.989665 | 0.000831 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.19122 | -0.006118 | 0.132197 | 0.981676 | -0.000096 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.067681 | 0.025328 | 0.322996 | 0.703825 | 0.003049 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.015925 | -0.183297 | 0.310942 | 0.852344 | 0.046793 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.016505 | -0.004908 | 0.223292 | 0.701968 | 0.069354 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.006662 | -0.204369 | 0.249633 | 0.771815 | -0.089891 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.112496 | -0.131922 | 0.14659 | 0.998517 | 0.000606 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.228613 | -0.106584 | 0.231973 | 1.01284 | -0.000003 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.010286 | -0.445427 | 0.493993 | 0.922929 | 0.018391 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.115728 | 0.205948 | 0.273118 | 0.483768 | 0.02349 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.023931 | -0.229335 | 0.40463 | 0.801064 | 0.028222 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.194258 | -0.185735 | 0.349083 | 0.960841 | -0.000056 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.120212 | -0.061567 | 0.073487 | 1.049934 | -0.000855 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.018155 | -0.395159 | 0.467101 | 0.844638 | -0.018099 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.103187 | -0.078206 | 0.388803 | 0.666874 | 0.00308 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.07348 | 0.038426 | 0.138891 | 0.796076 | 0.004286 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.017631 | 0.037335 | 0.190299 | 0.661289 | -0.112714 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.046997 | -0.174117 | 0.269086 | 0.86081 | -0.000144 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.008446 | -0.163688 | 0.351799 | 0.678623 | -0.09401 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.147618 | 0.069166 | 0.118542 | 0.871151 | 0.001981 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.055613 | 0.0004 | 0.038651 | 0.852434 | 0.081772 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.042579 | -0.194059 | 0.379116 | 0.740314 | 0.064419 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.093326 | -0.332955 | 0.338061 | 0.971928 | -0.010893 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.133919 | -0.238973 | 0.262828 | 1.010427 | 0.001269 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.015952 | -0.096038 | 0.319306 | 0.715617 | -0.015869 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.158864 | -0.320197 | 0.430561 | 0.961009 | -0.000041 |
Predicting t+3... Fitting t+4...
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.255585 | -0.01136 | 0.313564 | 0.818924 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.245741 | -0.011589 | 0.313518 | 0.818823 | 0.010714 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.055682 | 0.053627 | 0.145081 | 0.731377 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.105961 | 0.055978 | 0.146018 | 0.730325 | -0.05846 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.086472 | -0.290653 | 0.199221 | 1.072153 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.133389 | -0.290163 | 0.19945 | 1.072148 | -0.050632 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.074532 | -0.256497 | 0.560001 | 0.652402 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.026851 | -0.258284 | 0.560781 | 0.650109 | 0.054463 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04503 | -0.041891 | 0.158835 | 0.788967 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.061436 | -0.043034 | 0.158504 | 0.78781 | 0.020784 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.071104 | -0.204754 | 0.120356 | 1.038711 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.029983 | -0.204392 | 0.120757 | 1.036823 | 0.04534 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.08688 | -0.142759 | 0.415225 | 0.736634 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.090747 | -0.142531 | 0.415154 | 0.736635 | -0.004649 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.185678 | -0.066327 | 0.101592 | 1.049717 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.225683 | -0.065694 | 0.101771 | 1.048769 | -0.045736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.129815 | -0.097025 | 0.078189 | 1.056087 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.117302 | -0.096949 | 0.078351 | 1.055669 | 0.015002 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.021637 | -0.243946 | -0.082888 | 1.25544 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.013813 | -0.242242 | -0.081896 | 1.252394 | 0.04061 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.158904 | -0.222866 | 0.646848 | 0.591004 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.114827 | -0.224826 | 0.647076 | 0.589775 | 0.049013 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.041966 | -0.098744 | 0.246228 | 0.797511 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.092515 | -0.094482 | 0.245522 | 0.793946 | -0.066857 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.302188 | -0.254555 | 0.42137 | 0.454084 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.196567 | -0.246676 | 0.420668 | 0.453937 | -0.118695 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.033364 | -0.239709 | 0.502055 | 0.69789 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|
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|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | 5 | |
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|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
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| 1 | 2 | 3 | 4 | 5 | |
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| 1 | 2 | 3 | 4 | |
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| 1 | 2 | 3 | 4 | |
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|---|---|---|---|---|---|
| Weights | 0.040805 | -0.132128 | 0.212337 | 0.76002 | 0.020584 |
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| Weights | -0.039269 | -0.211149 | 0.208379 | 0.955195 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.062426 | -0.210915 | 0.208096 | 0.955093 | -0.025593 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.15437 | -0.128932 | 0.363735 | 0.810107 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.237043 | -0.125829 | 0.362826 | 0.806799 | -0.091504 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.176825 | 0.003974 | 0.257393 | 0.82991 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.341663 | 0.024257 | 0.249462 | 0.770446 | -0.223006 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.245072 | -0.111408 | 0.129108 | 0.683725 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.131947 | -0.105684 | 0.131013 | 0.681862 | -0.13225 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.053653 | -0.156746 | 0.180478 | 0.906685 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.043934 | -0.156846 | 0.180515 | 0.906503 | 0.010697 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.063273 | -0.211343 | 0.440294 | 0.752009 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.138366 | -0.205934 | 0.437263 | 0.746489 | -0.089412 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.040329 | -0.014287 | 0.176309 | 0.811266 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.011434 | -0.015553 | 0.175737 | 0.809839 | 0.034871 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049439 | -0.244092 | 0.255596 | 0.968896 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.065821 | -0.242977 | 0.253946 | 0.96792 | -0.026363 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.032799 | -0.357149 | 0.425715 | 0.911441 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.024769 | -0.357264 | 0.426217 | 0.911257 | 0.009736 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.195576 | -0.099886 | 0.398822 | 0.794825 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.185943 | -0.100364 | 0.398941 | 0.794716 | 0.011522 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.037229 | -0.371153 | 0.460452 | 0.836582 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.022403 | -0.37152 | 0.461874 | 0.832407 | 0.06769 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.187042 | -0.108681 | 0.179253 | 1.012636 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.226368 | -0.107635 | 0.179089 | 1.011429 | -0.045991 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.068056 | -0.07185 | 0.216421 | 0.842565 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.030465 | -0.072651 | 0.216522 | 0.84061 | 0.044013 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.04445 | 0.063898 | 0.055683 | 0.763813 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.004057 | 0.06563 | 0.056862 | 0.763488 | -0.046999 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.180262 | -0.021293 | 0.266451 | 0.829585 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.172962 | -0.021637 | 0.266465 | 0.829539 | 0.008891 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.224734 | -0.079961 | 0.329663 | 0.877935 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.247913 | -0.0788 | 0.329232 | 0.876941 | -0.028419 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.02929 | -0.015031 | 0.279392 | 0.715913 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.034439 | -0.014466 | 0.279493 | 0.715941 | -0.006774 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.026334 | -0.363024 | 0.227977 | 1.061936 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.018369 | -0.361428 | 0.230156 | 1.056926 | 0.053362 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.002243 | -0.027064 | 0.152631 | 0.79091 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.03036 | -0.025953 | 0.152899 | 0.790583 | -0.037283 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.057708 | -0.333153 | 0.392261 | 0.839584 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.093556 | -0.334097 | 0.393361 | 0.836645 | 0.042923 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.049498 | -0.313568 | 0.177703 | 1.071589 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.038831 | -0.310355 | 0.180451 | 1.06213 | 0.09907 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.06031 | -0.040706 | 0.315503 | 0.662942 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.006852 | -0.043462 | 0.314584 | 0.660598 | 0.061484 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.07099 | -0.313046 | 0.515653 | 0.799314 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.012639 | -0.313513 | 0.516711 | 0.796612 | 0.063989 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.006761 | 0.031234 | 0.114174 | 0.710793 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.008518 | 0.030843 | 0.113942 | 0.710579 | 0.016713 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.00267 | -0.395135 | 0.335507 | 0.973531 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.039943 | -0.394562 | 0.337327 | 0.969921 | 0.049994 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.145198 | -0.114883 | 0.197498 | 0.956512 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.135219 | -0.114991 | 0.197594 | 0.956283 | 0.011552 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.029364 | -0.206871 | 0.378952 | 0.747648 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.043097 | -0.206332 | 0.378807 | 0.747714 | -0.015562 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.030138 | -0.321158 | 0.504516 | 0.778814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.009998 | -0.321913 | 0.505519 | 0.776491 | 0.04591 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.131325 | -0.153309 | 0.135789 | 1.04814 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.111649 | -0.153203 | 0.135991 | 1.047551 | 0.021741 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.17053 | -0.024801 | 0.203526 | 0.921763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.235999 | -0.018637 | 0.201496 | 0.905526 | -0.093366 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078537 | -0.147354 | 0.07966 | 1.073456 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.06607 | -0.147269 | 0.07978 | 1.073302 | 0.01345 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035369 | -0.413796 | 0.355409 | 0.991736 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.001209 | -0.413272 | 0.356882 | 0.98874 | 0.040301 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.072281 | -0.208971 | 0.047599 | 1.136149 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.042416 | -0.208116 | 0.048388 | 1.133981 | 0.034896 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.144512 | 0.028178 | 0.14538 | 0.871143 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.125799 | 0.027697 | 0.145263 | 0.870865 | 0.02147 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142803 | -0.1101 | 0.340716 | 0.799687 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.13858 | -0.110288 | 0.340762 | 0.799646 | 0.005048 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124621 | -0.258389 | 0.456455 | 0.807841 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.089404 | -0.259078 | 0.456888 | 0.806482 | 0.039449 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.124354 | -0.224497 | 0.26651 | 0.990473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.136286 | -0.224234 | 0.266153 | 0.990504 | -0.01493 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.190709 | -0.005547 | 0.131807 | 0.982056 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.181817 | -0.005611 | 0.131857 | 0.981991 | 0.010236 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.077748 | 0.023033 | 0.323605 | 0.705532 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.137826 | 0.023816 | 0.323342 | 0.704415 | -0.062332 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035876 | -0.18452 | 0.314834 | 0.865413 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.003058 | -0.185689 | 0.315579 | 0.861842 | 0.041945 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.047262 | -0.002229 | 0.226202 | 0.70838 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.069096 | -0.008366 | 0.221679 | 0.695182 | 0.137106 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.06832 | -0.209011 | 0.25416 | 0.776763 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.001505 | -0.205208 | 0.253222 | 0.774734 | -0.080438 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.113635 | -0.131823 | 0.146742 | 0.998626 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.127781 | -0.131668 | 0.146553 | 0.998623 | -0.016929 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.228127 | -0.106717 | 0.231812 | 1.012897 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.238978 | -0.106524 | 0.231699 | 1.012746 | -0.012985 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.035312 | -0.445716 | 0.497934 | 0.925608 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.031066 | -0.443824 | 0.500541 | 0.920093 | 0.073379 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.142696 | 0.205387 | 0.273841 | 0.485771 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.116615 | 0.204657 | 0.273477 | 0.485705 | 0.02744 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.05705 | -0.229491 | 0.407891 | 0.805639 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.099808 | -0.225465 | 0.404886 | 0.801931 | -0.056234 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.19431 | -0.187309 | 0.349044 | 0.965446 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.167259 | -0.187173 | 0.349836 | 0.96472 | 0.030025 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.118332 | -0.061904 | 0.073043 | 1.051207 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.085687 | -0.061642 | 0.073684 | 1.049612 | 0.038494 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.02993 | -0.395992 | 0.469445 | 0.844986 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.083528 | -0.396568 | 0.470382 | 0.841345 | 0.05975 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.106968 | -0.078205 | 0.389156 | 0.667093 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.295731 | -0.070312 | 0.386915 | 0.656128 | -0.20451 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078667 | 0.038441 | 0.139088 | 0.796303 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.051655 | 0.037765 | 0.13881 | 0.795836 | 0.029961 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.056119 | 0.025977 | 0.18918 | 0.671473 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.038903 | 0.026937 | 0.189561 | 0.671596 | -0.019865 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.046847 | -0.174123 | 0.269078 | 0.860805 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.037717 | -0.17443 | 0.269216 | 0.860493 | 0.011092 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | 0.052456 | -0.173319 | 0.358314 | 0.687485 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.006621 | -0.169753 | 0.357577 | 0.686273 | -0.055076 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157725 | 0.068374 | 0.119818 | 0.880075 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.243512 | 0.073768 | 0.120628 | 0.86479 | -0.113235 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.015844 | 0.003139 | 0.041231 | 0.858716 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.041551 | 0.001143 | 0.039506 | 0.85432 | 0.06861 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.011016 | -0.191651 | 0.379528 | 0.746708 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | 0.036789 | -0.194117 | 0.380027 | 0.741387 | 0.060586 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.078963 | -0.334799 | 0.335658 | 0.972491 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.065913 | -0.334879 | 0.335973 | 0.971913 | 0.015001 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.134622 | -0.24039 | 0.262206 | 1.015514 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.208818 | -0.237991 | 0.262084 | 1.012438 | -0.083116 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.001953 | -0.096623 | 0.319345 | 0.715625 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.020498 | -0.09579 | 0.319251 | 0.715542 | -0.021264 |
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Weights | -0.157859 | -0.320383 | 0.430045 | 0.96115 |
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Weights | -0.184024 | -0.319325 | 0.429287 | 0.960393 | -0.030803 |
Predicting t+4...
| t+1 | t+2 | t+3 | t+4 | |
|---|---|---|---|---|
| R2 | 0.962129 | -7.879305e+12 | -6.395966e+04 | 0.552413 |
| RMSE | 70.932832 | 1.023147e+09 | 9.218291e+04 | 243.855585 |
| MSE | 5031.466647 | 1.046829e+18 | 8.497689e+09 | 59465.546474 |
| MAE | 0.398008 | 4.361101e+05 | 9.653635e+01 | 1.111711 |
| MAPE | 39.800825 | 4.361101e+07 | 9.653635e+03 | 111.171106 |
| MPE | -25.024504 | -3.594910e+07 | 4.344018e+03 | -74.163403 |
CPU times: user 4min 36s, sys: 20.2 s, total: 4min 56s Wall time: 3min 14s
plot_diff_along_time(X_test, arma_preds_s)
j, s = 2, 100
plot_bispecific(X_test, baseline_preds, arma_preds, arma_preds_s, order, limit_t, j, s)
plot_qualitative_analysis(arma_preds, X_test, limit_t, order, subway_stations, del_hours)
plot_qualitative_analysis(arma_preds_s, X_test, limit_t, order, subway_stations, del_hours)
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 'None'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(arma_scores).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="ARMA")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="General baseline")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of General baseline and AR model, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(10, 6))
ax.set_prop_cycle(color=['darkgoldenrod', 'brown'])
x = range(1, limit_t+1)
baseline_score = df_baseline_scores.loc['RMSE', 's'].repeat(limit_t).reshape(-1, limit_t).T
model_score = np.array(arma_scores_s).T[1]
ax = plt.plot(x, model_score, linewidth=3, label="ARMA")
ax = plt.scatter(x, model_score, marker='*', s=100)
ax = plt.plot(x, baseline_score, linewidth=3, label="Baseline per station")
ax = plt.scatter(x, baseline_score, marker='*', s=100)
plt.legend(prop={'size': 20})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
fig, ax = plt.subplots(1, figsize=(16, 6))
ax.set_prop_cycle(color=['crimson', 'teal', 'b', 'darkgoldenrod'])
x = range(1, limit_t+1)
baseline_scores = df_baseline_scores.loc['RMSE'].values.repeat(limit_t).reshape(-1, limit_t).T
model_scores = np.vstack((np.array(arma_scores).T[1], np.array(arma_scores_s).T[1])).T
baselineObjects = plt.plot(x, baseline_scores, linewidth=3)
labels = ["General baseline", "Baseline per station", "AR per t", "AR per station per t"]
arlineObjects = plt.plot(x, model_scores, linewidth=3)
# ['D', '*', '|', 'X']
# labels = ["Full baseline", "Baseline per station", "Baseline per day",
# "Baseline per station and day", "Full AR", "AR per station"]
for i, m in zip(range(4), ['D', '*']):
ax = plt.scatter(x, baseline_scores[:, i], marker=m, s=100)
for i, m in zip(range(2), ['D', '*']):
ax = plt.scatter(x, model_scores[:, i], marker=m, s=100)
plt.legend(baselineObjects+arlineObjects, labels, prop={'size': 15})
plt.title("RMSE of baseline and AR model for each station, from $t+1$ to $t+{}$".format(limit_t), fontsize=16)
plt.xlabel("T plus", fontsize=16); plt.ylabel("RMSE", fontsize=16);
class UnivariateRNN(nn.modules):
def __init__(self):
pass
-------------------------------------- NameErrorTraceback (most recent call last) <ipython-input-113-fb065dc06834> in <module>() ----> 1 class UnivariateRNN(nn.modules): 2 def __init__(self): 3 pass NameError: name 'nn' is not defined
ar_preds_s
arb_preds[0].minor_axis
len(generate_times("15min")[(del_hours * 4) + 4:])